{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "CT volume stitching\n",
    "\n",
    "Prepration: first need to find out roughly which slice coressponding to which slice before image registration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "import os\n",
    "import scipy.io as sio\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import seaborn as sns\n",
    "from skimage.feature import ORB, match_descriptors\n",
    "from skimage.feature import plot_matches\n",
    "from skimage.transform import ProjectiveTransform\n",
    "from skimage.measure import ransac\n",
    "from skimage.feature import plot_matches\n",
    "from skimage.filters import median\n",
    "from skimage.morphology import disk\n",
    "\n",
    "from skimage.transform import SimilarityTransform, EuclideanTransform\n",
    "from skimage.color import gray2rgb\n",
    "from skimage.exposure import rescale_intensity\n",
    "from skimage.transform import warp\n",
    "from skimage.transform import match_histograms\n",
    "import math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "path1 = 'Data\\Left' # folder of the frist CT volumn\n",
    "path2 = 'Data\\Mid'# folder of the second CT volumn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_images_from_folder(folder):\n",
    "    images = []\n",
    "    for filename in os.listdir(folder):\n",
    "        f = os.path.join(folder,filename)\n",
    "        img =cv2.imread(f, cv2.IMREAD_GRAYSCALE)\n",
    "        if img is not None:\n",
    "            images.append(img)\n",
    "    return images\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "left image has size: (995, 737, 76)\n",
      "right image has size: (996, 977, 76)\n"
     ]
    }
   ],
   "source": [
    "data_left = load_images_from_folder(path1)\n",
    "data_right = load_images_from_folder(path2)\n",
    "\n",
    "data_left = np.swapaxes(data_left,1, 2)\n",
    "data_right = np.swapaxes(data_right,1, 2)\n",
    "\n",
    "print ('left image has size:', np.shape(data_left))\n",
    "print ('right image has size:', np.shape(data_right))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pre alignment to find the approximate image plane"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x220a06ab9b0>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "left_index = 33\n",
    "right_index = 40\n",
    "\n",
    "image0 = data_left[:,-100:,left_index]\n",
    "image1 = data_right[:,1:100,right_index] # remove the first pixel\n",
    "\n",
    "\n",
    "fig, axs = plt.subplots(1,2, figsize = (2,5))\n",
    "axs[0].imshow(image0, cmap = 'gray')\n",
    "axs[1].imshow(image1, cmap = 'gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Histogram matching"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7fUnPJ4BFWLcdt9lx/8DTj9oF5XysvF5tr+Mv6MP+Z4x5H+u5sX9jneGPseP2lXuxnnOrwXog9y0v57sY68HdjWK9ZHSfiDxkp+0PsQrrOqxCdEnnTMaYTVgFW7FYt2kOuo1kjCnEuqrxf3ZMZwNnG2Na+7GO3tLyqmuDVl558ChWS9SvsFojvoF1QtjR3Ux2LE3YLWLt/Da3jzF48nusRgt7sVrwvuzy261YDRyuxWpteTlWJbezTCvAapH+ANa+UoT1PFh3XsN6JnWN/XuP28vqbTnf2/xwH9Z+/I6INGCVFXN6iNWTH2A15CnGemZwMVYZ6ys3AXfacd6OVRZ5YwFwnkt5tk+su0hPYR2vdmA1ulnmNt/jwGQ7f73axXLvAgqw8u/XwJf2sD6Tg2/XBy8R+T6wwBjzbX/HogaGbmMVKjQv+459lfchY8zIHicOMCKyHCv2f/k7FhW8gvZFiyKSJVY3I2EiMgHrlssr/o5L+Y5uYxUqNC/7jv0oxRn27ckcrKvsQZGWIvJtERlux34l1uswvL3qrVSXgvktyZFYTdhHYV2mfg7rPTgqdOg2VqFC87LvCNYtzOexnlv8L9Yts2AwAevWXjzWayguMMbs8m9IKtiFzK1VpZRSSqmhJmhvrSqllFJKDXVakVNKKaWUClIB94xcenq6yc/P93cYSqlBtGrVqhpjzDB/x+ELWoYpNbT4u/wKuIpcfn4+BQUF/g5DKTWIRKS056mCg5ZhSg0t/i6/9NaqUkoppVSQ0oqcUkoppVSQ0oqcUkoppVSQCrhn5JQKBouXbz/o+6Vz8vwUiVIqWLmXI6Blieo9vSKnlFJKKRWktCKnlFJKKRWktCKnlFJKKRWktCKnlAoJIjJPRApFpEhEbu1ifJSIPG+PXy4i+fbwU0RklYh8bf8/0WWeI+zhRSJyv4jI4K2RUkr1TCtySqmgJyIO4EHgdGAycImITHab7FqgzhgzFrgH+Is9vAY42xgzDbgSWOQyzz+BG4Bx9t+8AVsJpZTqA63IKaVCwWygyBhTbIxpBZ4D5rtNMx940v78EnCSiIgxZrUxZqc9fD0QbV+9ywISjTFLjTEGeAo4d+BXRSmlvKcVOaVUKMgByly+l9vDupzGGNMO7AXS3Kb5DrDaGNNiT1/ewzKVUsqv9D1ySqlQ0NWza6Y304jIFKzbraf2Ypmd896AdQuWvDx9D5hSavDoFTmlVCgoB3Jdvo8AdnqaRkTCgSSg1v4+AngFuMIYs9Vl+hE9LBMAY8wjxphZxphZw4YN6+eqKKWU97yqyPWjNdhsEVlj/60VkfN8G75SSgGwEhgnIqNEJBJYACxxm2YJVmMGgAuAD4wxRkSSgf8CtxljPu+c2BizC2gQkbl2a9UrgNcGekWUUqo3eqzI9bM12DpgljFmBlZrr4ftM2GllPIZ+5m3W4C3gY3AC8aY9SJyp4icY0/2OJAmIkXAT4HOk9JbgLHAb11OPDPscd8HHgOKgK3Am4OzRkop5R1vKlUHWoMBiEhna7ANLtPMB+6wP78EPGC3BmtymSYaD8+XKKVUfxlj3gDecBt2u8vnZuDCLua7C7jLwzILgKm+jVSFKu2DWfmDNxW5rlqDzfE0jTGmXUQ6W4PViMgc4AlgJPBd+8xZKaWUGlKMMawp28OOPftpbnNSuruRzMRooiMc/g5NBTFvKnL9ag1mjFkOTBGRScCTIvKmfWb8zcza4ksppVQI21bTyP+8/DVLi3cfNFyA4UnRTB+RzNFj3N+Go1TPvKnI9aY1WLl7a7BOxpiNItKIdZuiwG3cI8AjALNmzdLbr2pQ6e0QpdRAWrGtliufWEG4Q7hz/hTmjEojwiEs/LyE8j37Ka7ex9vrK1ixbTfTRiRxeF6Kv0NWQcSbityB1mDADqzWYJe6TdPZGmwpB7cGGwWU2bdbRwITgBJfBa+UUkoFsq/L93LNwpVkJ0ez+Pq5ZCZGHxg3MSuRiVmJMCmTrdX7ePnLcm54qoDXf3Acw5Oiu1mqUt/osdVqP1uDHQusFZE1WO9ouskYU+PrlVBKKaUCTVVDM1cvXElSTARPXzfnoEqcuzHD4rniqHyaWjv4/jOraGnvGMRIVTDz6lUg/WgNtoiDO6BWSimlQp7TGH72wloamtt45pZjyUqK6XGezMRo/nrBYdy8+EsWLS3luuNGD0KkKtjpO92UGgT6HJ5SQ8vnRTV8uqWGP543lQnDE7ye78zpWTy9LI1HPinm8rkjtUWr6pF20aWUUkr5UG1jK+9uqOTUyZlcOrv3J20/OHEsVQ0tvLiqfACiU6FGr8gppZRSPmKMYcnaHYSFCXfOn4rVu5vF/cq8J0eNSePwvGQe+mgrC47MJcKh11yUZ1qRU6oP9jS1sqmigcaWdgyQnxbLkaNStcBVaohbv7OezZX7OHNaFh9squrTMkSEm44fy3VPFfDehkpOn5bl4yhVKNGKnFK98OX2Ov76VuFBL/UU4INNVWQkRPGX70znhIkZnheglApZ7U4nb62vYHhiNHNH9+/lvidMzCArKZpnV5ZpRU51SytySnmhvrmNO15bz8urd5AeH8UpkzOZlpNEalwkbR1OspJiuPe9zVy9cCU3fms0t54+8aBbKkqp0LdiWy21ja1cdXQ+jrD+7f+OMOGiWbnc/8EWymqbyE2N9VGUKtTofSClerBux17OvP9TXlu7k1tOGMvHvzieEyZkkB4fRZgIUeEO5k0dzqs3H8Olc/J4+JNiHvt0m7/DVkoNovrmNj7YVMWYYXGMy4j3yTIvOtLqVOmFgrIeplRDmV6RU6obn26p5sZFq0iOieCFG+dyxMhUj9NGRzi4a/5U9ja18ac3N5KfHscpkzMHMVqllL8sWlpKU2sH86Zk9etqvHuDiG+PH8YLBWX8+OTx/b7Kp0KTXpFTyoP3NlRyzcKV5KXG8urNx3RbiesUFib8/aLDmJyVyG0vf019c9sgRKqU8qeW9g4WflHCuIx4clJ6fvFvb1w0K5fK+hY+L9JOkVTXtCKnVBeWFe/mpsVfMjkrkedvPIqMbrrWcRcd4eBP501jd2ML9723ZQCjVK5EZJ6IFIpIkYjc2sX4KBF53h6/XETy7eFpIvKhiOwTkQfc5vnIXuYa+09bsqhDvLZmJ9UNLRw7Lt3nyz5pUgaJ0eH8+0t9p5zqmlbklHKzqaKe658sIC81ln9dPZukmIheL+Ow3GQWHJnLwi9KKKxoGIAolSsRcQAPAqcDk4FLRGSy22TXAnXGmLHAPcBf7OHNwG+Bn3tY/GXGmBn2X9/eJ6FCljGGRz8pZuLwBMYO882zca6iwh2cfVg2b6+voEGv8KsuaEVOKRcNzW1cu7CA2CgHT10zm9S4yD4v6xenTSQ2wsF972/2YYTKg9lAkTGm2BjTCjwHzHebZj7wpP35JeAkERFjTKMx5jOsCp1SvbJ06262VO3juuNGD1hL9e8cMYLmNidvfl0xIMtXwU0rckrZ2jqcPL2slNrGVh6/8kiyk/v3rEtqXCRXHD2SN9dVUNWgdYQBlgO4Nu0rt4d1OY0xph3YC3jzsq9/2bdVfyv6Thnl5oWCMhKiwzlr+sC9621mbjKj0uP09qrqklbklAKcxvDSqnLK6/Zzz8UzmJqT5JPlXnPMKKLCw/hksz6oPMC6qmCZPkzj7jJjzDTgOPvvu13+uMgNIlIgIgXV1dU9BqtCw979bby5roL5M7IHtHN7EWH+jGxWlNRSWa8nhepgWpFTCqtnhq937OW0KcOZN3W4z5abFh/FJbPzWFNWR11Tq8+Wqw5RDuS6fB8B7PQ0jYiEA0lAbXcLNcbssP83AIuxbuF2Nd0jxphZxphZw4YN69MKqODzn7U7aWl3ctGs3J4n7qezpmdjDNz5nw0sXr79oD81tGlFTg15G3bu5YNNVRyRl8JxA9Dq7LrjRmOM9dZ3NWBWAuNEZJSIRAILgCVu0ywBrrQ/XwB8YIzxeEVORMJFJN3+HAGcBazzeeQqaL1YUMbE4QlM89EV/K50VtZWbKslKymar8r3DNhvqeCkLwRWIcX97PTSOXndTl9UtY8XV5UzIiWGc2Zk9/lh5e5+Nyc5hklZiawsqeXEiRlEOPT8ydeMMe0icgvwNuAAnjDGrBeRO4ECY8wS4HFgkYgUYV2JW9A5v4iUAIlApIicC5wKlAJv25U4B/Ae8OggrpYKYJsq6llbvpfbz5o8aN3xTc9J4u0NldQ1tpLSj4ZYKrRoRU4NWQ3NbdywqIDwMOHS2XkDWsGaOzqNDbvqWbdjLzPzUgbsd4YyY8wbwBtuw253+dwMXOhh3nwPiz3CV/Gp0PJiQTkRDuHcme5tagbOtBHJvL2hkq937OVb4/UWvrJoRU4NSU6n4WcvrKV0dxNXH5NPcqzns9u+PIPiPs+YYXGkx0exrHi3VuSUCnKt7U5eWb2DUyZn9usVRb2VGhdJTnIM63dqRU59Q+/xqCHpnx9v5Z0NlfzPGZMYne77l3i6ExHmjEqlrG4/O/bsH/DfU0oNnA82VVLb2MqFg9DIwd3k7ETK6vZr93/qAK3IqSHno8Iq/vZOIfNnZHPNMfmHjB+oFmGH56UQ4RCWF+/22TKVUoPv+ZVlDE+M5lvjBv+q2KSsRAA27qof9N9WgcmrW6siMg+4D+uB38eMMXe7jY8CnsJ6nmQ3cLExpkRETgHuBiKBVuAXxpgPfBi/Ur2yfXcTP3puDROHJ3L3+dMH7SFlgJhIBzNyk1lTtoe9TW0kxfa+6y+llH+V1Tbx0eZqTpiQwfMry3qewccyE6JIjYtk46565ozy5n3WKtT1eEWun30Y1gBn2y/UvBJY5KvAleqtptZ2blhUAMDDlx9BTOTAvcDTkzmj0mjrMLy4avAPAEqp/nt6WSlhIhyZn+qX3xcRJmclsrW6kea2Dr/EoAKLN7dW+9OH4WpjTOdLOdcD0fbVO6UGlTGGW//9NYWVDdy3YAZ5abF+iSM7OYa81FieXlaK09lTpwJKqUDS3NbB8wVlnDYlk6QY/11Rn5SVSIfTsLmywW8xqMDhTUXOV30YfgdYbYxp6VuoSvXd459tY8nanfz81AkcPyHDr7HMHZ1Kye4mluqzckoFlf+s3cmepja+Ozffr3GMTIslJsKhFTkFeFeR63cfhiIyBet2641d/oD2U6gG0Bdba/jzm5s4bUomNx0/xt/hMCU7iZTYCJ5ZXurvUJRSXjLG8MTnJYzPjGfuaP/cVu0UJsK4zHg2V+7D6blzEjVEeFOR61cfhiIyAngFuMIYs7WrH9B+CtVA2blnPz9YvJr8tFj+duFhg9q4wZMIRxgXzsrlnfWVVGkH2EoFhS+27mbjrnquO3Z0QJQj4zMT2NfSzq69WoYMdd5U5Prch6GIJAP/BW4zxnzuq6CV8kZbh5PvP72KlnYnD393FgnRgdNK9JLZebQ7DS8UaKMHpYLBo58Wkx4fxfyZ2f4OBbAqcgCFFXp7dajrsSJnP/PW2YfhRuCFzj4MReQce7LHgTS7D8OfArfaw28BxgK/FZE19p9/H1BSQ4Ixhv+s3cna8r38/aLDGJsx8C/97Y1R6XEcOzadZ1eU0aGNHpQKaFsqG/iosJorjhpJVPjgt3bvSnxUODnJMfqcnPLuPXJ97cPQGHMXcFc/Y1Sq11aU1FJQWsctJ4zltCnD/R1Oly6bk8f3n/mSjzdXceLETH+Ho5Ty4PHPthHhEGIiHD59SXh/jc9M4KPCKvY0tXbbzaAKbdrXqgo5ZbVNvL52F+Mz4/nJKeMPGR8oBfHJkzMZlhDFM8u2a0VOqQBV3dDCy6t3MDMvhbiowDpkTsiM58PCKj4v2s2Z07P8HY7yE+2iS4WUtg4nLxSUkRATzkWzcnGE+f+hZE8iHGEsODKXDwqrKK9r8nc4SqkuLFpWSluHk2PHpPs7lEPkpMQSFR7GZ0X6toehTCtyKqR8sKmK3Y2tnD9zBLGRgXX23JUFs/MQ8EtXP0qp7jW3dfD0slJOmphJekLgvcveESaMHhbPZ0U1/g5F+ZFW5FTIWLdjL59uqWbWyJSAa9zgSU5yDCdMyOC5lWW0dTj9HU5QE5F5IlIoIkUicmsX46NE5Hl7/HIRybeHp4nIhyKyT0Rdu+qmAAAf+0lEQVQecJvnCBH52p7nfgmE906oQfPvL8upbWzl+uNG+TsUj8ZmxFNWu5/S3Y3+DkX5iVbkVEho63Dyy5e+Ii4qnNOnBtezIpfNzaO6oYX3NlT6O5Sg1c8+oZuB3wI/72LR/wRuAMbZf/N8H70KRE6n4fFPtzEtJ4nZo/z7AuDujBtmnbR+ukWvyg1VgX/vSSkvPPJJMRt21XP5nDxiIr95PUCgNGzozrfHZ5CTHMMzy7dz+rTgqoQGkAN9QgOISGef0BtcppkP3GF/fgl4wO4TuhH4TETGui5QRLKARGPMUvv7U8C5wJsDuSIqMHywqYrimkbuWzAjIF4A7ElafCTZSdF8XlTD5XNH+jsc5QdakVNBr6hqH/e9v4Uzp2UxOTvJ3+H0miNMuGR2Ln97ZzPbahoZlR7n75CCUVd9Qs/xNI0xpl1EOvuE9nQpI8dejusy3fuZViGgqxO+19bsIDspmjMC/ORKRDh2XDpvr6+kw2kCuoGXGhh6a1UFNafT8Kt/f0VspIM7zpni73D67KJZuYSHCc+uCPwriAGq331C93GZ1oTaX3RI2b67keXbarn6mFFEOAL/MHnsuGHs3d/Guh17/R2K8oPAz6FKdWPRslJWldZx+1mTGRaArcq8lZEYzalTMnmxoIzmtg5/hxOM+tUndDfLHNHDMgHtLzrUvL+pitS4SC6bm+fvULxy9Jg0AG29OkTprVUVtEp3N/KXtzbx7fHDOG9mcN3x6upWzmVzRvLG1xW8ta6Cc4NsfQLAgT6hgR1YfUJf6jZNZ5/QS3HpE9rTAo0xu0SkQUTmAsuBK4D/G4jgVeDYXtvElqp93Hb6xKB4hRFAenwUk7MS+XRLNTefMLbnGVRICY5cqoakrio7l86xzpA7nIafvbAWR5jw5/OnBfTDyN46anQao9LjeGZ5qVbkesl+5q2zT2gH8ERnn9BAgTFmCVaf0IvsPqFrsSp7AIhICZAIRIrIucCpxpgNwPeBhUAMViMHbegQ4t7fWElspIOo8MDqjqsnx45LZ+HnJTS1tgdNBVT5hm5tFZQe/mQrBaV13HPxYWQnx/g7HJ8ICxMunZ3HH9/YSGFFA6tK6w4a31mJVV3ra5/Q9rh8D8MLgKm+i1IFsi2VDWyp2sfpU4cTGR5cTx4dOzadRz4pZsW2Wo6fkOHvcNQgCq6cqhSwqrSWv7+zmTOnZXHujNC6cvWdI0YQGR7G4uWl/g5FqSGlw2n479e7SI2L5KjRaf4Op1cWL9/OtppGwsOExz7d5u9w1CDTipwKKnWNrfxg8Wqyk6P5U4jcUnWVGhfJmdOyePnLHbS2a08PSg2WgtJaqhpamDdlOOFB0FLVXYQjjLy0WIqq9vk7FDXIgi+3qiHLaQw/fn4N1ftaePDSw0mKifB3SD61ePl2Fi/fTkZCFA0t7XxVvsffISk1JOzd38bb6ysYlR7HlOxEf4fTZ+OGxVNR30x1Q4u/Q1GDSJ+RU0Hj3Q2VfLy5mrvOncr0EclAcPTc0Ft5qbFkJkaxfFsts/IDt2sgpUKBMYZXV++gw2k4f2ZOUF/lH5uRwNsbKvm8qEYbTA0hekVOBYWvd+zl483VLDgyl8tC/KF/EWF2fio79uxnx579/g5HqZC2eMV2CisbOHXycNLig/ddlABZydHERDj0fXJDjFbkVMCrqG/m36vKyU2J4ffzpwT1GbO3ZuSmEB4mrCzp7n21Sqn++GxLDb97bT3jMuI5akxwNXDoSpgIYzLi+WxLDd28IlGFGK3IqYDW1NLO08tKiQoP47I5I4kKd/g7pEERE+lgWk4Sa8v2aKMHpQZAYUUD3396FWOGxXPJ7DzCQuQEsfM5ua3Vjf4ORQ0SfUZOBayWtg4WLi2hfn8b1x47isSYiJB8Js6TI/NTWV22h6/K9+izckr5UFVDM9csXEl0pIMnrj6SjwtDp3/cMRnxAHy2pZqx9mcV2vSKnApIzW0dLFpWys49+7lkdh4j0+L8HdKgG5kWy7CEKFbo7VWlfKaptZ3rniygtrGVJ648kpwQeaF4p9S4SPLTYvloc+hUTlX3vKrIicg8ESkUkSIRubWL8VEi8rw9frmI5NvD00TkQxHZJyIP+DZ0FaraO5z84NnVFNc08p3DRzApK3hfB9AfIsKcUamU1+2nrLbJ3+EoFfQ6nIYfPbeGr3fs5f5LZjJtRJK/QxoQp0zO5Iui3dQ3t/k7FDUIeqzIiYgDeBA4HZgMXCIik90muxaoM8aMBe4B/mIPbwZ+C/zcZxGrkNbhNPzipa94d0MlZx+Wzcy8FH+H5FeH56UQFR7G0uLd/g5FqaD3pzc28u6GSm4/azKnTM70dzgDZt7U4bR2OPlwU5W/Q1GDwJtn5GYDRcaYYgAReQ6YD2xwmWY+cIf9+SXgARERY0wj8JmIjPVdyCpUtXU4+cnza3j9q1384rQJpMRG+jskv4uOcHB4XgorttVS1dBMRkK0v0NSKig9tbSExz/bxlVH5xMV7gjp521n5qYwLCGKt9dXMD/EujFUh/Lm1moOUObyvdwe1uU0xph2YC8Q/G25lU919lzQ+eeqpb2Dm5/5kte/2sVtp0/k5hO07t/pqNFpdBgT0gcepQbSB5squWPJek6elMFvz3K/oRR6wsKE06Zk8uGmava3dvg7HDXAvLki11WbbPcX1HgzjecfELkBuAEgLy+0X/aqDtXc1sGNi1bx8eZqfn/OFK48Ot/fIQWU9IQoJg5P4MkvSrjhW6OJjdTG5kp54n7CU7q7kSeXljA5O5H7FszEERYarxnpybwpWTy9bDsfb65m3tTh/g5HDSBvrsiVA7ku30cAOz1NIyLhQBLgdVM7Y8wjxphZxphZw4YN83Y2FQJq9rVw6aPL+GRLNXefP00rcR58e/ww6praeHZFWc8TK6UA2LlnP08uLSE+KpxzDsvhtTU7h8yV7TmjU0mJjeD1r9wP1yrUeFORWwmME5FRIhIJLACWuE2zBLjS/nwB8IHR10qrHqwt28P8Bz5nw656/nHp4SyYrVdjPRmZFsecUak8+kmxviDYg762rrfH3WYPLxSR01yGl4jI1yKyRkQKBmdNlC9sr23isc+KiQp3cM0xo4iPGjpXshcv386LBeVMGJ7AW+sqtPVqiOsxZxtj2kXkFuBtwAE8YYxZLyJ3AgXGmCXA48AiESnCuhK3oHN+ESkBEoFIETkXONUYs8H9d9TQ0eE0fLCpit++to6MhCheuPEopo9IHjJnyn110wljufKJFby0qpxLQ7y/2d5yaV1/CtYdgpUissStrDnQul5EFmC1rr/YboW/AJgCZAPvich4Y0znw0UnGGO088ogsrV6H4uWlhIfHc61x4wieYg2nJqRm8Ky4lreWlfBRbNye55BBSWvTlGMMW8Ab7gNu93lczNwoYd58/sRnwoxlfXNvLiqjJ17mjn/8Bx+d/YUkmIi/B1WUPjWuHRm5iVz//tbOP/wHKIjhkZ3ZV7qc+t6e/hzxpgWYJt9QjobWDpIsSsf2rirnmdXbCctPpKrjxlFYvTQLV9yU2JIi4vk1dU7tCIXwrRnBzUoOpyGT7dU8+CHRextauPyOXn8v4tmaCWuF0SEX82bSEV9M09+UeLvcAJNf1rXdzevAd4RkVV2oywVwF5bs4NnlpcyPCma648dPaQrcWCVGTNyk1lavJtde/f7Oxw1QIbOQwPKb7bvbuLnL65lRUktk7MSOXdmDvFR4XortQ/mjk7j+AnD+MdHW1lwZB5JsUP7QOWiP63ru5v3GGPMThHJAN4VkU3GmE8O+XFtee93i5dv59evfk1+WhzfnTtSr1jbZuQm8/6mKl5bs5PvfXuMv8NRA0CvyKkB0+E0PLW0hHn3fcLGXfVccMQILpuTN6QeOh4IvzxtIg3Nbdzz3mZ/hxJI+tO63uO8xpjO/1XAK1i3XA+hLe/969FPivmfV77m+PHDuOrofK3EuUiLj2JmXjKvrt7h71DUANGKnOqT7l7uC/BV+R7O+8fn3P7aeo4YmcLbP/kWh+elYD2SpPpjcnYil80ZyVNLS9iws97f4QSK/rSuXwIssFu1jgLGAStEJE5EEgBEJA44FVg3COuivNThNPzvW5v44xsbOXNaFg9/dxYRDj2suTt/Zg6bKhq0vAhRemlE+VTNvhbuf38Li5aVkh4fxf2XzOTs6VlagfMB1wpzflocybGR/G7JOp6/4SjChshLTj3pT+t6e7oXsBpGtAM3G2M6RCQTeMXOu+HAYmPMW4O+cqpLVQ3N/PT5tXxWVMMls3O569xpQ+Zlv73V3OYkTODPb2zk9GlZANryPYRoRU75RM2+Fh75pJhFS0tpae/gyqPy+emp44f8w8YDJSbSwa2nT+SXL33FM8tL+e5R+f4Oye/62br+j8Af3YYVA4f5PlLVHw3NbTz66TYe/7SYdqfh/Jk5TM1O4vmV+rJsT+KiwhmfmcDa8j2cNnU4YXpiHVK0Iqf6Zfe+FpYV7+YPr2+gpb2D+TNyuOXEsYwZFu/v0ELehUeM4PWvdvHnNzdx/IQMclNj/R2SUj7lehW63elkWXEtS7fWUNfUxhnThvPzUyewrNjrToSGtJl5KWyqaGBzZQMThyf6OxzlQ1qRU73W3uFkU0U9y4p3s7lyH2HCIRU4bZE68ESEu8+fxmn3fMLPXlzL4uvmEK7PB6kQVFbbxMury6msb2FsRjyXzM5jREqsVuJ6YXJWIglR4SwvrtWKXIjRipw6pNLV1bMT9c1tfFxYzQebqviwsIo9TW0kRIdz4sQMZuen8r3jtVm7P2Qnx/D7+VP46Qtruee9zfzitIn+Dkkpn2ltd/Luhgq+2LqbxJgIvjt3JJOytBLSF44wYVZ+Ch8VVlPX2OrvcJQPaUVOebStppH3N1by/sYqVpbU0u40pMRGcOKEDKIjHEzKSjzwcLFegRt8rmk+a2QKD364lYbm9oPOtvWBZhWsPttSw33vb6auqY05o1I5bcpwfa1IPx2Zn8pHhdWsKKnlZn8Ho3xGK3LqIHVNrTz4YRGvrdnB5sp9AEzITOD6b43m5EkZzMhNwREmWnELMGcfls2OPft5saCcW04cS8oQ7VtSBTdjDCu21bLwixLeXFdBenwk1x83mlHpcf4OLSQkx0YyMSuRlSW1NLa0E6fv9AwJuhUVHU7D+p17WVa8m5LdTYB1heeOsydz0qRMfYg+CEQ4wrh0dh4PfFjEsyu2c8Nxo/V5ORUUmts6+KiwirfXV/LF1hoq61tIjA7nhyeOJS0+St8L52PfHpfOQ7vqeXJpCTcdP9bf4Sgf0IrcELa/tYMXV5Vxz7vW7Yu0uEhOmZzJYSOSSY2zruh8uqXGz1Eqb6XFR3HBESN4Zvl2lqzdyXkz3bsaVSpw7G/t4InPt/Hwx1upb24nNS6So8ekcfyEDM6clkVMpEOv/A+AvLQ4JmQm8PDHxVw+d6S+IioEaEVuCKpqaGbR0lKeXlZKXVMbuSkxnDkti4lZifp+oSA3JTuJEyYM48PCatLjo7hs7kh/h6TUQTqchpdWlXHPu1uoqG9m4vAEvjM6jdHD4nGECa3tTl7R7qQG1MmTM3nwwyIe+6SYn546wd/hqH7SitwQ4XQaVpftYfHy7fxn7U7anE5OnpTJ9ceNZktlg/a8EEJOmpRJzb5W3lpfwZK1OznnsGx/h6SGMGMMu/Y28/DHW9la3ci6nXvZY59A6vNv/pGTHMPZh2Xz0MfFnDE9S19HEuS0IheCFi/fTnuHk117mymra8IRJiwr3k1lfQsxEQ4umZ3L1ceMIt8uQIuq9vk5YuVLYSJccMQIGprb+enza4iNcHDy5Ex/h6WGEKfT8GlRDa98Wc6y4loq6psBcIgwJiOOM6ZmMSU7UU8g/eiOsyezdGsNP3l+La/dfAyR4fosYrDSilwIMMawvbaJ1dv3sKZsD+9trGTX3mY6nAaA4YnRzBqZyimTMzlxUgavr93FF1t388XW3X6OXA2UCEcYVxw1ktfW7OCmxV/yj0sP18qcGnDWbdFy/vnRVkp2NxEb6WDMsHiOzE9heFIMWUnR+gqRAJEWH8Wfz5/O9U8VcPebm7j97Mn+Dkn1kVbkglRjSzsfFVbz1voKPi+qodZ+wWNMhIPMxGiOHpNGbkosuamxJMVYD7M2tXbw+tpd/gxbDaLoCAdPXjObK59YwY1Pr+LvFx7GudoAQg0Ap9OwZO1O/vZOIeV1+5mWk8TFs3KZkp2oracDVGdDkqPGpPHE59sYNSyO7+oztUFJK3JBZE9TK+9trOKtdRV8sqWa1nYnsZEOJmQmcNy4dPJSY8lIiD7wkl6lkmMjefq6OVz/VAE/fn4N5XVN3HzCWL2lpXzmk83V3P3mJjbsqicrKZorjxrJ+MwEzWNB4sxpWdQ1tvK719YxLD6SeVOz/B2S6iWtyAWwDqfh/727mZKaRgorGiiu2YfTQFZSNJfOzmPe1OFsqdynFTflUedZ9+lTs2huc/K3dzazuXIffz5/mr4MVPXL6u11/PXtQr7YupsRKTFcNCuX6SOStOV7kAkT4eIjc1mydic3L17N/QvgzOlamQsmWpIHAKfTUNPYQunuJoqr91Fc3cjGiga+LK1jX0s7AOnxkRw3bhhTshPJSY5BRCiubtRKnPJKhCOMC48YwSmTM/n7O4Ws27mX+xfMZGpOkr9DU0Fmc2UDP35uDRt21RMX6eDMaVnMGZWqt1CDWFS4g6eumc3V/1rJD579kor6yVxzTL5eVQ0SXlXkRGQecB/gAB4zxtztNj4KeAo4AtgNXGyMKbHH3QZcC3QAPzTGvO2z6H3M6TQ0NLdT19RKbVMre5vaaGrtYH9bB/tb2+3/Tpra2llbtpe2dietHU7aOqz/STER7D8wvfU/PEyIiXAQHemgubWDyPAwwsPCcBpDbJSD6oYWava1HmiYABDpCGP0sDjmz8imrcOQnxZLsna5pPpJREiJjeSaY0bxfEEZZ//fZ1x9zCh+eNLYkMhfA1FO9bTMwbatppFNu+qp3tdCfFQ42ckxjBkWT3p85IAddFvaOyi0Tyz/+/UuVpbUERUexsmTMjhmTDpR2nghJPxn7S7OnJ5FU2sHf3h9A2vL9nD72ZNJj4/yd2iqB2KM6X4CEQewGTgFKAdWApcYYza4THMTMN0Y8z0RWQCcZ4y5WEQmA88Cs4Fs4D1gvDGmw9PvzZo1yxQUFPRztXrW2NLOpop6NuxqYMPOej7bUk1FfTNtHd2nB0BkeBgOESLDw4hwCBGOMCIdYeSlxRId4SA20kFMhIPS3U0YDG3t5psKX7uTdqchTITIcCEhOoKEqHDio8NJi4skPT6KlLhIvT2hBtT+1g7e3lDBypJaosMdXDhrBOccls3MvBS/XOUVkVXGmFn9mN/n5ZQ9W7fL7Iqvy7C9TW3856udvLSqnDVle7qcJiU2gnEZCYzLjGd8ZgKjh8WRlxpLdnKMxy6ujDHU72+nel8zVQ0tVHf+7Wuhcm8z5XX7KatrorK+5cA8YzPiOW9mDlGOMGL11nxIchrDR4XVfFRYRUyEg2uPG8X5M0eQl6ZdNXrS3/Krv7zZE2cDRcaYYgAReQ6YD7gWZvOBO+zPLwEPiHV6OB94zhjTAmwTkSJ7eUt9E37X2juc7Gtpp6G5nfrmNqoaWiivbaK8bj+lu5vYVFFPaW0TnXXYpJgIUuMiOTI/lZTYSGIjHcRGhhMb6bAra1aFrfOzt5Ws6SOSB3Atleq7mEgH587IYe6oND4rquaZZdt5amkp0RFhzBqZyvjMBLKTo8lKiiErOZqkmAjiIsOJi7JOUhxhEmi3XQainMKLZfpUa7uTvfvb2F7byIad9XxYWM1nRTW0tjuZkJnA6VOHM2ZYPAnR4bS0OaltaqW6oYWqhmYq6pv5ascemtucB5YnQHZyDIkxEUSGh9HS1kFTq/VX39xGa7vzkBgcYUJCdDgpsZHkJMcyNSeJYfFR5KbGkhwTEWjbXflYmAgnTsxgak4ib62r4N73tnDve1tIi4tkzuhUMhOjSYmNJCU2gqTYSKLDw4iOcNh/YUSFOwh3CGEiOEQQgbAw63OY/Tmsq8+d08o3w7zNa50XpDqP6e6XY3qzrGDkTUUuByhz+V4OzPE0jTGmXUT2Amn28GVu8/rs/QfH//VDKuqbcRprQ3Y4Dc5uLqiFhwnJsZFkJkZx0sQM6yCVZB2kQnkjK+XJ8KRoLjgil7OmZ7O5soGt1fsortnHim21tHYcepB3FyYcqNQdKIztcf++6ejBfGP8QJVTPS2zz/7+TiGPfboNpzEYY10JaXcrwFLjIjlyZAoz8lLIToo+qJxKiIb0hCjGZyYcGGaM9XhITWMLdY2t1Da2UtfUZlXgWtqJcISRGhdJZmIYMRFhxLvcEUiICichOoLoiDAtDxUZCdFccVQ+dU2trNuxl+21TSwvrmVfSzstXZwADJTOGwSde0YPNxF7JGKd4IhdVlnfrUqk6+erjs7nl/Mm9u/HBok3Fbmu9mj3pPQ0jTfzIiI3ADfYX/eJSKEXcfVFOhBIvcBrPD0LtJg0nu4diGfSH3o1X39fYDUQ5VRX9yS7PIwMUBmWXgo1q4HFPliYHwVaHu2rUFiPUFgHGIT1+JX95yW/voDPm4pcOZDr8n0EsNPDNOUiEg4kAbVezosx5hHgEe/D7hsRKfDnfWx3Gk/PAi0mjad7foxnoMqpHssvGJgyLNC2bV/pegSOUFgHCJ318BVv2ouvBMaJyCgRiQQWAEvcplkCXGl/vgD4wFg3rZcAC0QkSkRGAeOAFb4JXSmlDhiIcsqbZSqllF/1eEXOfpbkFuBtrCb4Txhj1ovInUCBMWYJ8DiwyH5IuBarwMOe7gWsh4PbgZu7a7GqlFJ9MVDlVFfLHOx1U0qp7vT4+pFQIiI32LdAAoLG07NAi0nj6V6gxRPMQiUtdT0CRyisA4TOevjKkKrIKaWUUkqFEu1TRSmllFIqSIVkRU5EckXkQxHZKCLrReRH9vBUEXlXRLbY/1MGOS6HiKwWkdft76NEZLkdz/P2A9WDGU+yiLwkIpvstDrKn2kkIj+xt9c6EXlWRKIHO41E5AkRqRKRdS7DukwTsdwvIkUi8pWIHD5I8fzV3mZficgrIpLsMu42O55CETltMOJxGfdzETEikm5/H/D0CUUiMs/efkUicqu/4+kNESkRka9FZI2IFNjD/FrueiPQ9vu+8rAed4jIDnubrBGRM1zGDWh50Ve9PYYH8jYZDCFZkcN6YPlnxphJwFzgZrG64bkVeN8YMw543/4+mH4EbHT5/hfgHjueOqy+HgfTfcBbxpiJwGF2bH5JIxHJAX4IzDLGTMV6uHwBg59GC4F5bsM8pcnpWC0cx2G9Q+yfgxTPu8BUY8x0rC6kbgOw8/gCYIo9zz/E6rpqoONBRHKxurLa7jJ4MNInpNjb60GstJsMXGJv12BygjFmhsvrIfxd7npjIYG13/fVQrrYP7HK0Bn23xswaOVFX/X2GB7I22TAhWRFzhizyxjzpf25AauCkoPVvc6T9mRPAucOVkwiMgI4E3jM/i7AiVhdBfkjnkTgW1gt+TDGtBpj9uDHNMJqRR0j1ju+YoFdDHIaGWM+wWrR6MpTmswHnjKWZUCyiGQNdDzGmHeMMe3212VY7zfrjOc5Y0yLMWYb4NrV1IDFY7sH+CUHvzB3wNMnBB3oaswY0wp0dgsWzPxZpngl0Pb7vupm/+zKgJcXfdWHY3jAbpPBEJIVOVcikg/MBJYDmcaYXWBlFCBjEEO5F+tA19m3SRqwx+WA7NPuy7wwGqgG/iXW7d7HRCQOP6WRMWYH8DesKzq7gL3AKvybRp08pUlX3UINdnzXAG/6Mx4ROQfYYYxZ6zYqENIn2AR7mhngHRFZJVZvF+Dfcrc/Anm/761b7FuOT7jc2g6K9fDyGB4U6zJQQroiJyLxwL+BHxtj6v0Yx1lAlTFmlevgLiYdzCbE4cDhwD+NMTOBRvx4y8MuXOYDo4BsIA7rcrm7QGpm7ddtKCK/xroF8Yy/4hGRWODXwO1djR7seEJAsKfZMcaYw7H23ZtF5Fv+DmgABNs2+icwBpiBdZL8d3t4wK9HL47hAb8uAylkK3IiEoGVAZ4xxrxsD67svNxq/68apHCOAc4RkRKsWyUnYl2hS7ZvI0I33f8MkHKg3Biz3P7+ElbFzl9pdDKwzRhTbYxpA14Gjsa/adTJU5p41QXdQBCRK4GzgMvMN+8Q8kc8Y7Aq32vt/D0C+FJEhvspnmAX1GlmjNlp/68CXsG6VeevMqW/Am6/7wtjTKUxpsMY4wQe5ZvbpwG9Hr08hgf0ugy0kKzI2c+fPQ5sNMb8P5dRrl30XAm8NhjxGGNuM8aMMMbkYz1c+oEx5jLgQ6yuggY1HjumCqBMRCbYg07CerO9X9II65bqXBGJtbdfZzx+SyMXntJkCXCF3WJqLrC387L/QBKReVj9OZ9jjGlyi3NQu8QzxnxtjMkwxuTb+bscONzOX35JnyAXtN2CiUiciCR0fgZOBdbhvzKlvwJqv+8rt2fFzsPaJhDAXWj24RgeVNvE54wxIfcHHIt1WfUrYI39dwbWc2nvA1vs/6l+iO144HX782isHacIeBGIGuRYZgAFdjq9CqT4M42A3wObsAqaRUDUYKcR8CzW7Yc2rErJtZ7SBOty/oPAVuBrrBa3gxFPEdbzIJ15+yGX6X9tx1MInD4Y8biNLwHSByt9QvHPLqs22+n2a3/H04u4RwNr7b/1nbEHQrnrRewBtd/7eD0W2XF+hVXhyXKZfkDLi36sR6+O4YG8TQbjT3t2UEoppZQKUiF5a1UppZRSaijQipxSSimlVJDSipxSSimlVJDSipxSSimlVJDSipxSSimlVJDSipxSSimlVJDSipxSSimlVJDSipxSSimlVJD6/6AbttJ03i6oAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (10,2))\n",
    "ax1 = plt.subplot(121)\n",
    "sns.distplot(image0.ravel(),ax=ax1)\n",
    "plt.title('histogram of the left image before normalization')\n",
    "ax2 = plt.subplot(122)\n",
    "sns.distplot(image1.ravel(),ax=ax2)\n",
    "plt.title('histogram of the right image before normalization')\n",
    "\n",
    "image = image0\n",
    "reference = image1\n",
    "matched = match_histograms(image, reference, multichannel=False)\n",
    "\n",
    "plt.figure(figsize = (10,2))\n",
    "ax1 = plt.subplot(121)\n",
    "sns.distplot(reference.ravel(),ax=ax1)\n",
    "plt.title('histogram of the left image after normalization')\n",
    "ax2 = plt.subplot(122)\n",
    "sns.distplot(matched.ravel(),ax=ax2)\n",
    "plt.title('histogram of the right image after normalization')\n",
    "\n",
    "image0 = matched.astype(np.uint8)\n",
    "image0 = np.divide(image0,2)\n",
    "image1 = reference.astype(np.uint8)\n",
    "image1 = np.divide(image1,2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Image registration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "orb = ORB(n_keypoints=1000)\n",
    "\n",
    "orb.detect_and_extract(image0)\n",
    "keypoints1 = orb.keypoints\n",
    "descriptors1 = orb.descriptors\n",
    "\n",
    "orb.detect_and_extract(image1)\n",
    "keypoints2 = orb.keypoints\n",
    "descriptors2 = orb.descriptors\n",
    "\n",
    "matches12 = match_descriptors(descriptors1, descriptors2, cross_check=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(5, 5))\n",
    "plot_matches(ax, image0, image1, keypoints1, keypoints2, matches12)\n",
    "ax.axis('off');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Select keypoints from the source (image to be registered)\n",
    "# and target (reference image)\n",
    "src = keypoints2[matches12[:, 1]][:, ::-1]\n",
    "dst = keypoints1[matches12[:, 0]][:, ::-1]\n",
    "\n",
    "model_robust, inliers = ransac((src, dst), EuclideanTransform,\n",
    "                               min_samples=2, max_trials = 10000, residual_threshold=5, random_state = 20)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(5, 5))\n",
    "plot_matches(ax, image0, image1, keypoints1, keypoints2, matches12[inliers])\n",
    "ax.axis('off');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Merge image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#from skimage.transform import SimilarityTransform\n",
    "\n",
    "r, c = image1.shape[:2]\n",
    "\n",
    "# Note that transformations take coordinates in (x, y) format,\n",
    "# not (row, column), in order to be consistent with most literature\n",
    "corners = np.array([[0, 0],\n",
    "                    [0, r],\n",
    "                    [c, 0],\n",
    "                    [c, r]])\n",
    "\n",
    "# Warp the image corners to their new positions\n",
    "warped_corners = model_robust(corners)\n",
    "\n",
    "# Find the extents of both the reference image and the warped\n",
    "# target image\n",
    "all_corners = np.vstack((warped_corners, corners))\n",
    "\n",
    "corner_min = np.min(all_corners, axis=0)\n",
    "corner_max = np.max(all_corners, axis=0)\n",
    "\n",
    "output_shape = (corner_max - corner_min)\n",
    "output_shape = np.ceil(output_shape[::-1])\n",
    "\n",
    "offset = EuclideanTransform(translation=-corner_min)\n",
    "image0_ = warp(image0, offset.inverse,\n",
    "               output_shape=output_shape, cval=-1)\n",
    "image1_ = warp(image1, (model_robust + offset).inverse,\n",
    "               output_shape=output_shape, cval=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x220986d3080>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (5,5))\n",
    "ax1 = plt.subplot(131)\n",
    "plt.imshow(image0_,cmap = 'gray')\n",
    "ax2 = plt.subplot(132)\n",
    "plt.imshow(image1_,cmap = 'gray')\n",
    "\n",
    "image_merge = np.where(image0_ == -1, image1_,image0_)\n",
    "plt.subplot(133)\n",
    "plt.imshow(image_merge, cmap = 'gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Merge the full image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_left = data_left[:,:-100,left_index] # get the remaining part\n",
    "image_right= data_right[:,100:,right_index]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(996, 977, 76)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.shape(data_right)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "image_merge = match_histograms(image_merge, image_left, multichannel=False)\n",
    "image_right = match_histograms(image_right, image_left, multichannel=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(996, 877)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.shape(image_right)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(995, 154)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.shape(image_merge[:-2,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x220983e8908>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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wiILJSqUSh4eH1Ot14vE4ExMTvPPOO7KHer0eAwMDcp3sdjv5fJ5CocDBwQEvvfQSCwsL1Go1jEaj7AuA27dvEw6HmZ+fBx4frvv7+9y4cYNCocDm5iZ6vR6Xy0WpVJLX0Ol0pNNpOp0OVquVQqHA008/zcHBAeFwGJvNJrCrwWCgVqvx4YcfYjQaiUajdLtdcrkcRqORQCAgdUan05FMJllbWyMejwv8GI/H0el0XL16lf39fTKZDMvLy3i9XrrdLhMTEzgcDrrdLnfv3qVcLjM6OirTq2ryrFYr1WqVUChEp9OhUChw8+ZNbt26hV6vJxwOc35+Lq/VarUYGhpiaGiIRqPBz3/+8+Sbb775b/9bdfmXoqPv9/tv9/v9yX6/P9bv9//3/9bft9lsAFIgzGYzg4ODBAIBnn/+eSqVCoODg3S7XTKZDP1+n7GxMVwuF8FgkFwuRy6XA6BQKKDX61leXub8/FwK1/j4OFarFb/fLxOEzWYT/NDr9TI6Osrx8bHgihaLhdHRURqNBgaDgaGhIWq1mtygnU4HvV7PyMgI9XqdYrFIqVSi2+1KgVAwxeTkJD6fD4PBwO7uLjqdjlAoxOjo6BOjYq1WY2NjQ/Df5eVl7t+/z/HxMV6vF5vNhtPpZHJykkAgwNHREZubmzx48ICzszNu3rwp083u7i5fffUVrVaLSqWCy+USqKNcLtPtdrFYLLTbbWw2G3a7/Qmsc3JykrOzM+7duyf4/sbGBqenp9J16PV6TCYT9XqdUqnE6uoqgUCAeDyOwWBgeHiYXC4nsJzRaGRzc1MmA51Ox/z8PDabjfv37xMKhQQv1mg0pFIpyuUyBoOBXq/H6ekp7XYbp9NJs9nk/PycYrEonIRer+fSpUu8+OKLgh/ncjmcTiedTodSqYTb7ZbuLJfLEQqFpCmo1WqUy2WcTqf8WaFQoFqtMjk5idVq5YMPPqBYLHJ2dsbg4KBAWJFIhEuXLuHxePB4PBSLRYHLrl27xne/+10CgYA0KfV6ncXFRZrNJolEAoB4PE6r1UKj0WA2m0mlUvj9fhqNhnTDwWCQYDCI1+tFo9FwcHDA3/3d35HP59Hr9ZjNZpxOJx988AHr6+uUSiVMJhMOh4OBgQFCoRBms5nr168zMzNDPp+n2+1ycnJCqVTihRdeYHt7m08++YTj42OZchTerQ4vu93OlStXsNlswiUojkGr1XJ+fi6NCDzuxt944w0sFgtLS0uYzWY5uI6Pj1laWuL69euYTCZWV1fR6XS8+uqrhMNhSqUSS0tLOJ1OYrHHyLDVauW1116TqahYLNJutzEajVy5coVGo8G1a9fQ6XRks1my2Sx7e3vcuXOHbDbLU089hdvtptFo0Gg0hKdyu91SmxQXo6DhUqlEu90mm83KROfxeOj3++zt7dFoNPB6vTgcDnw+n9yLqVSKnZ0dFhYWhNdZXl7mwYMHjI+PYzKZmJub48GDB7Jfq9Wq8JL5fB6dToder6fZbLK0tMRnn332C9fk/+Ed/f+f9a//9b9+89vf/jZ+v59wOEwmk5GCmclk0Gg0+P1+wVAVWQmPybZ0Ok2v1yMQCOB2u3G73eh0OikAijxyuVwcHh4K7gyPyUCr1crVq1ex2WxcunRJiKBIJEK5XMblcnF8fCyn/+DgoBBm6kYcHBzk9PSUs7Mz8vk8wWAQl8tFJBIhHA7j9XpJJpPkcjlcLpccJs1mk3w+D0C5XKZWqxGLxbh69SrZbJZ79+5JN+vxeITDUFzD+Pg49XqdbrfL0NAQTqdTupNEIkGn08Hn85HP56WIe71e2aTqvaiuURUKBR20Wi0cDods5nA4TKVSodPpEIvFsNvt1Ot1zGYziUSCyclJNjc3sVgs9Pt9EokE3W5X8H31fZTLZU5PT3G5XDKWJpNJqtUq+XyeGzdu4Pf7cTqdnJ6eSpGuVCoYDAYsFgsbGxscHx8zMjLCyMgIW1tbFAoFwuEw7XZbMGuXy0UqlUKv12O324W0DgQC7O7uMjQ0JHyN2WxmaGhIDolisUgwGAQeQ3UOh4NIJMLS0pLAi51Oh0wmg9frxeVycXR0JAfQ1atXpVD3+31KpRI+nw+Xy0U6naZWq6HT6XC73VitVg4PDxkeHmZ3dxe32y0HZKlU4u/+7u945plnMBgM7O3tcXZ2xsDAgEy+a2tr7O/v88orr3B4eMj777/P3t6eHGqZTIZkMinkYzgclmbF4XCws7PDysqKNEQOh4NEIsHQ0JBAdXfu3KHf7zM7O8vly5flQHc4HGxtbQHw3HPP8fzzz+N2u/F4POzu7gpu3Ww2sVgsRKNR9Ho9vV6PbDZLvV7n/v37WCwWIdQDgQCBQACfzyed+8TEhJCswWCQRCJBKBSi1+tRKBSET1CIQDKZFH7FbDYLFKfVaoVXCYfDZLNZfD6fkO0bGxvk83l8Ph+NRoOJiQkGBgZot9vcvn2bt956i88++4xUKsXMzAxer5dLly7J9FKtVqWRMZlMxONxFhYWKJVKNBoNarUaNpuNcDiM0+lEo9Fw9+5dDAYDzWaTq1evYjabqVQqBAIBIbGLxSKJREImmr29vV+oo/+fotD/9V//9Zt/8Ad/QCwWw+FwyPinOpt4PE6/35eTW7H9CuNU41k8HqdQKLC9vS2FRXUYLpeLVqslShF4jF3PzMwQCAQYGxvD6XTSbrcFT1Xjrs1mIxAICNmnCDhANplerycQCIhKIBqNEgqFGBwcFMWMyWRieXkZjUZDJpMRFYXJZMJsNot6ZWhoiGazSbFY5OTkRKCUTqeDzWbDarXSbrdxuVwsLS2xsLBANBqVG67b7XJwcIDH4+Hy5cty6N25c4dyuSwjeDQalQNHFeNOp4Pb7WZiYoJisUitVhNi6O///u/x+XzMzMyg1+upVCpYrVbq9TrNZlPUEHNzc6IECgQCoqw4PT1ldXVV8PVkMinf+fb2NlNTU2xvb5PNZpmYmMBms6HX69na2sJsNpNOp7FYLASDQTY2Nmi1WsLtKDXN0NAQhUIBm82GzWbD5XKxvLyMy+Wi2+3KGK+Idq/XSyQSwe12MzIyQjwe59lnn2VpaQmPxyOKltPTU+r1OuPj49hsNtLptBwqOp2ORCLB9vY2hUKB09NTfD4fr7zyCpFIRNQ99XqdgYEB4QXW1takgxsfH6dWq7G7u8vY2Bibm5sEg0F8Ph/dbhen00m/38dkMonaSqfT8ZOf/ISRkRHZPw6HA5vNxp07d0SJMzY2RiAQoFwuP/F+Tk5OWF1dZWZmhkgkQqfTYWRkhOHhYXl/ipsKBALSfW9vbxMMBslkMmxubuJwOMhkMjz//PMMDg4Sj8fp9Xpyz+3s7IhCbW9vjy+++IIXX3wRjUaDzWZjbW1NvtfV1VUhihWMqv6e3W4Xocby8jKDg4NEo1FMJpPcU2pqTKVSAPh8Prl/s9msNClq0jaZTDQaDXK5nHTp6XSaZrOJRqPBYrEQj8ex2+20Wi2y2Sz/8A//QLVaxefzsbCwgN1uR6PRsLOzQywWk0PC5XKJSOLGjRtoNBpCoRCJRIJwOMzY2BiTk5O0Wi2i0Sg/+MEPWF1dZXt7m2vXrrGzs4PNZiMYDNLpdNjf3+dHP/oRKysrzM3NMTo6yu3bt391Cv2f//mfv/nNb35TpHtK5mSz2TCZTNJ9K6lXoVDAYrHIWFOpVAQHTiaTHB0dUSgUGBkZAeDevXsiw+z1esTjcbxeL5OTkzidTvx+P6VSiUePHmG320mlUoLRKcigWq1iNBrR6/UCXYyOjkpXrqaGTqcjuKNer+fw8BCz2Uy32xUMNRAIoNPp2N3d5fLly2g0Gs7Pz4nH45TLZdmo+/v7+P1+OeSUXM5ms5HP52VcVBjx4OAgTqeTg4MDjEajFLVWq8Xq6irJZFIK/NjYGIeHh3S7XWq1Gnq9HovFgs/nI5PJYDAYpMu+ffs2fr8fl8vF8PAwDoeDXC4nSgPVmSUSCUwmE+fn56yvrwOPx3WLxSK4uBrn6/U6MzMzAsGUy2WsVivhcFgO4qWlJXw+Hx6Ph9HRUY6OjrBYLKJ2CYfD2O129vb2aLfbxGIxOp0OwWAQi8Uihc9ut3Pv3j22traYnZ2lXq9TKBT4+OOPee655zAajYLdHh4eCmG5uroq3606PPx+P6urqwBysH788cf4/X4uXbpEqVTi+vXrmM1mTk9PBX/+8MMPBZo8PT1lbGyM0dFRmQife+456vU6Y2NjwONm5tatW6ysrDA5OYndbpcD/uDggO3tbVwuF6enp6JkUiqh6elpjo6OWFhYwGKxMDIyItfWbrezu7srRa/X6+H1emVSMhgM+P1+kYFarVYCgYBwMQMDA2xsbOByuYRsX1lZ4bvf/S4jIyMEAgEWFxfZ2NhgcnISrVaL0+nE4/GQTCYZGRkRwleJL8LhMAMDA7z99tu0221CoRDT09OYzWZqtZrwaBqNhunpaUqlEuVymWAwKMU/l8uh0Wjw+XwcHx/z93//92QyGa5fv04ul6NSqWA0GhkcHCSbzeJyuRgfH+fLL79keXmZmzdvUq1WOTg44Pnnn2djY0MmG7fbzcrKikxg5+fnvPTSS0xPT7OwsCCHuJJNl8tlOdAVZKO4rlAoJE2qzWbjypUrmM1mkskkGxsb1Go1fD4fAwMD7O7uYrVaGRwcRKPRyD1nNBoZHh5mdHSUd95551en0H//+99/83d+53fQ6/UyBqsu6fz8nEwmI4RiqVSiVCoBkM/ncbvdImGEx+P10NAQs7OzHB4eUqvVqNVq5HI54vG4wBJ7e3vYbDYhdpVaZ2lpSTTtR0dHeDwejEYj5XIZj8fD4eGhjKSNRgNAZHv9fl9O/YGBAZaXl9nZ2eHatWuCzVutVul+FWl6fn6OwWDA6XQSj8cBWF5eplwuMzw8jM1mY2BgAK1WSyAQIJPJkMlkqFar1Go1JiYmBGayWCxsbm5KwVFducIe2+02o6Oj6HQ6IZ+UgsRms5FKpTg+PhbC6t1332Vzc5OpqSnpXhKJBIuLi3KgqdHSYDCQTqeFU5mYmKDZbGK322k0GgKDwWMsWumM9Xo9u7u7NBoNRkZG2Nzc5PDwkGg0yp07d/j2t7+NVquV4l6pVFhdXaXVapFKpWi1WhwdHXF8fMzg4CD1eh2r1crc3BwOh4ONjQ0++ugjTk9P5c9sNhsjIyNC7ur1ejlUwuEwu7u7FItF6vW6qCPGx8cpFotsbm5y79490uk0Y2Nj8nrvv/8+0WgUp9OJ0+kUmKRUKrG9vc3g4KCoPKanpzk4OBBSrVgsCldxenrKf/7P/5nt7W0SiQQGg0Fw72azyeeffy4EeLfbJZlMCnb98OFD5ubm5ICxWq0y3fV6PXK5HIuLiwwNDZHL5ZibmxPterFYxOl0cuvWLbl+N2/eFPL83r17opjy+XyEw2EsFgtut5ter0coFKLVagkfoqSSa2trhEIhQqGQ6MSVdl95DNT0Nz09jcfjwWq1UqvV5J4aHh7G4/Hw6NEj8ZNsbm6Kz0NBIktLS6Jw8Xq9cnD6fD4sFgvr6+uUy2VBCRT3YbfbqdVqvPDCC2SzWTweD263m/fff5/FxUU6nQ5ffPEFs7OzDA8PY7fbGR4eZnBwUNRshUKBlZUVXC4XRqOReDzOwcGBQFUA9XqdSCQiXM2jR4/Y2Nhgf3+f119/nVAoxNzcHC6Xi4ODAzkYEomE8JeXLl1iYGCAbrfLhx9++E9Hxv73Lq1WK19+Op0GEBJLbZq9vT0ODg6ku08mk4TDYe7fvw/A2NiYdMPwGHtXZIZWq2Vubo5WqyUEmcLOtra2+Pjjj4VgUhNCIBAglUrx8OFDIfAUxqsKtXrv9Xodp9MpmF+lUmF/f/8Jc41Wq8Vms7G+vk6xWCQUClGv1zk/P6fVajE4OMja2hrr6+scHh7K5z4+PiaVSlEqlSgWi2SzWTFXtFotRkdHBbOOxWKsra1hMBg4OjoSLX8ul+Pg4ICbN2/yyiuvEAqF0Gg0DA0N0Wq1RDrncrmwWCyYzWaBcxTn4Xa7+fLLL3nnnXeIRqNMTk4yPDxMKBR6AiabmJjg+vXrXLp0CWWCUzCD0ptfu3ZNJodSqcTZ2Zn8fKVSIRgMYjAYBNJQny9Kj9c1AAAgAElEQVQej9NsNuVwUfBWuVym2Wyys7NDsVhEq9USj8cFPsrn8zLeq+9EcUBf/y6V4eXLL7/k5OSEubk5wXtffvllIYMnJyeZmJgAEDXSvXv3aDQaMm0ODg4yPz/P+Pg4brebGzdu4HK56Pf7DA0Nsbe3J6qgarWK3++nVquh1WoFAlKF6OHDh/T7fT7++GPK5TJer5fZ2VlefvllAF5//XUh9AqFAu+++y6np6d8+eWX/M3f/A35fF44LngMN6pr6PV6KZfLAlUCxGIxtra2xCzk8XjY3t7m4cOHHB0dMTIygtvtFp3+jRs3uH79uujMzWYzIyMj4oNQXffXIUeFfZ+fnwNwenpKoVCQ7j8cDhMMBuW1FGfSaDTIZrNkMhkKhQJmsxlAIBjlcRgfH5eDplwus7W1JdODgnhLpRLT09O8/vrrFAoFLl++zK1bt/joo4/Ej7O4uMidO3dIp9OEw2H8fj9Xr15laGiInZ0dUqkU/X4fq9WK1WrlN37jN5iamkKv13N8fCx7VO0Pp9NJvV7HZrMRi8U4Ojpie3ubgYEB4QaVaEPxP2oSUUVewaWKwP9F1v8UHf1f/dVfvfmHf/iHpNNpGXnD4TAfffQRt2/f5ujoSDqDfD6PxWJha2uLQCDA5uYm09PTVKtVyuUyfr+f3d1d2VgulwuPx8P4+LjAH4rMVeRfv98XcigajeLz+ZicnAQeTw1KPdJutzk/P+ezzz5jaWmJcDhMKBQiEolQqVTE4anX6zk4OBA8/ezsTBRCtVqNyclJcUTqdDpisRjLy8vcvXtXFBm7u7tsbGyIgicYDIqRSEE1X3cJK0ejkndtb2/jdrtJpVJPKAlarZZMQEphoshdpRhwu90i4ZudncVoNGI2m6nX6+TzeVEnqc+lCrrFYiEUChEMBoUL0Ol0LC8vk0gkWF9f5+joSMw0q6uraDQaXC4XsViM2dlZbDYblUqFra0tkskkQ0NDfPe73+X27dsYjUbBbpV7UkljnU4nkUiEwcFB+Q42NzfJZrP0ej3a7bYQcmoSLBaL8h4VT5BKpahWq1y7dg2TyUSlUmFvb0+UOfF4nB/96Ed8+eWXnJ2diQb/xo0bhEIhwX6VEkV1vj/96U/58Y9/jNFoZH5+nnA4jF6vZ2hoSGSuylRTLpc5PDyk0WhgMplYWFjg13/917l79y6ZTIbvfve7XL58mX/5L/+l+C1u3LjBwcEB5+fnmM1mvvrqK46PjzGZTLz00kuy359//nmuXr1KsVgkEomws7NDPp9naGhIpJ0Oh4NSqcT4+Djr6+vCg6jJQGH83W6X6elpvF6vqN5arRZ2u108JsqrUK/XAYQQViogJS4YHBzE4/GI0Wt7e1s4FkCcpMViEZ/Px5dffonRaCQWi1GtVqlWq2xsbDA1NSXTpVIIrays4Ha7GR0dFb5JkZuqeVS8QjAY5P79+yKa2NraolQqkUgk0Ov14oFR08z4+LhcK7fbLeKDfr9PLBbjZz/7GcfHxxweHpJOp+Xet1gs3Lt3j2azicPhYHp6mmQySTqdFpI2FotJ0xMKhQgEArz11lvk83kGBgZIJpMsLy//6kA3f/3Xf/3mG2+8gdlspt1uMzY2xk9+8hPW1tZEI646r/PzcywWC6+99hpXrlzB6/WKhEmZC8rlMplMRk7lqakp2u0229vb2O12stksRqMRp9OJ1+uVrkAVdGXrV/Z9pZZQBNTp6SnBYFCUDGrcvnPnjrhDS6US1WoVu92OTqcTTfPExIQUaYUVtttt3n33XRqNBnq9nvn5eba3tymVSiKzjMViYuE/PDzk+PiY69evAwjG3mq15Kb9uueg0+lwfn4u5I4yjpyfn2Oz2URiqdVqJVrBYrEIpqu616GhISYmJuh0Oty5c4dqtUowGKRarbK6uirys729PTKZjKiflBlLo9Hg8XgYHh6WDmhiYkJI6a/zLwpvnZ+ffwKyUmPx0tIS2WwWv99PJpOhWCwyOztLo9EgEolQKpXI5/OkUik8Hg9OpxODwcDk5KQYWwqFAq1WS2A3Bd/FYjESiQRGo5GDgwOJFnjuuef49NNP+eyzzyRio16vi8NSNRoKTlRei2Qyye7urtjyo9EorVaLYDBIs9lkd3dXHKgWiwW/38/5+fkThD7As88+i9PpJJvNsri4KBDezMwMKysr9Pt9rly5wujoKOPj4zzzzDPMzs5iNpspl8v4fD4qlQp6vV78G2tra8KFbW9vi4vbZrNxdHQkpPn5+TmxWAyn00k0GiUSiciBurW1RSgUotvt8sEHHzA0NEQsFuPk5IQHDx5w69YtgsEgExMT8rlGR0fJZrM8fPhQNPuKG2i323Q6Hc7OzqhUKvh8Pg4ODmi328zPz0sTsrGxwcrKijhYnU4nExMTnJyc8PDhQzGGKZXUtWvXAIRbuH37NvF4XEx+SrqrDJmxWIy5uTnxe/R6Pfx+v6jYtre3xUHe6/XY2toSjb9y1yvZ9fDwMMPDw0Ism81mAoEAy8vLuN1uxsbGpJYo2EmpybRaLWtra0JsK9WNyWRicXHxV6fQ/8Vf/MWbyjyQzWbR6/V88MEH1Go10cWr0UyNk9/4xjfIZDJPZKKom7ZarbK5uYlOp+Pb3/42DoeDo6MjMcOo7s7tdkuhVV3e6uqqZMV4vV45CBSWrGIZFEyi8kCUgaTf7zM1NUUul5NurdVqyQ2uDqx0Oi1QQb1ep9PpSB7NU089RS6Xk8Ibi8WYmpp6Ik8jm81KRwpIAVBab3UwVKtVAIG8LBaLdFm1Wk06H/V3t7e3OTs7E15C/TOfzws5pdzIAFevXiWTyfDgwQNMJhNWq5Xbt29jNpux2+24XC7C4bAQk0oep/JOlITN5XLxH//jf8RkMkmkgtfrpdPpiE+i1+uJscdgMOD1ehkaGuLevXvU63Xq9TqBQIBKpSIKFTXx9Ho9JicnxQvQaDRYWVkRGZ+ynvd6PR49esTw8DCBQEC6LOX2vX37ttjs1dLr9bz88ssSqzA1NSURFqVSiVwuxwsvvEAkEmFoaAiv18vW1paY3I6Pj5mbm6NYLAqkoKYEde00Go0ogNbW1lhcXATge9/7nshZ/X4/kUiEK1euEIlEeOutt3A6nQJfWiwWIfuU/NNsNotyTKnOVHNxdnbG3Nwc9+/fJ5vNMjc3h8/nw2q1Smc9MjJCPp8X/knxVUruePv2bQwGAyMjIyLd9fv9YiYcGBhgfX2dRCKBx+MhkUhwcnIicIkyyeXzeVGwpVIp3n33XTmoFxYWeP7559na2uLk5ETe0ze/+U1RYuVyOQ4PD4VjWF1dZWdn54noEjU9pNNp4eHa7TYTExMYjUZxeKvvyOVy0Wg0pIN3u91sbGwAEAgEMBgMxONxfD4fZrOZ8fFxmdArlQrdbpd4PE4gEKBer5PL5XC73dJcNhoNNjY2RJbdaDRErvuPOTe/eh391atXpcPsdDqsrq5Kl6lCmJTqpdlsMj09jcPhoFwuS5FULL3qtl5++WXRux8cHJDJZLh06ZK4RdvtNpVKhXa7TaPRkE1st9sl28Zut2O32+XLKZVKUvQ9Hg/n5+cSTzA+Pi7WZkXkDQ4Osrm5KQaOfD4v2vN2u02hUJDRVaPRMDk5icvlwmazSdja0NCQFBa9Xi/ktNLq//jHPyYWi8lNqmCsjY0NYrEYWq2WYDCI3++X11PSO2W/VgRXvV4XVYVSG6lOvVwuy2ju8/mYnp4mk8lQqVRIJpM0Gg3i8TixWIxoNEogEMBiscgYPzw8jMVi4ZNPPqFer3N6esrg4CDT09McHh5y5coVqtUqr7zyChsbG0KKqQ7c4/GwsrKCXq/HYDAQi8XY3t4mmUxK7pHK0Gk2m+RyOYLBIB999BHBYJChoSExiqkIjIWFBSFNM5kMFouFy5cvS8eZyWSYmJhgfHwcgK2tLc7Pz0UCrNPpiEajck3V96xMVlarVQqGylUaGxsjl8txdHQk5Lgi9mu1mhDMSn+vDFg2m42NjQ2MRiP7+/uUSiUGBwcZHR2VhkO5oU9PTyXH5vDwkLm5OZkMFMbrcDjwer3iMFVwmAqSczqdpNNpbt68icPhkEkDEAKz1WrJnlISY3WYFgoFIpGITL5zc3M8fPiQvb09jEajSBiPjo6Yn5+n1+vx6aefcuvWLbLZLK+++qoo45Sp6qmnnuLo6Egg3Js3b0q0ya1btzg4OODk5IShoSFmZmakQN6+fZtKpSLmxmg0yvHxMZcvXxZzkjJwuVwukskkmUyG8/NzMVJFIhHOz89pNBoMDAyIFNnv96PX64lEIjx69Ig7d+4INKfVaolEIuLcVXuv2WxKgKDKIVImQbPZjMVioVwu89Zbb/HgwQMSiYRk36huvlqt/mp19H/1V3/15m/91m9RKBSYmJig1WqxublJtVoVRYQydig2PxqNCoGlkhANBgPZbJZWq8XExATVapVGoyGSNiUJSyQSYoxZWVkR0qPRaDyRzvj1gqtSHhWZopIKP/vsM3Q6HbOzsyIf9Pl8DA4Oisoln8/TarXEfGI0Gvniiy9EN6/RaNjY2CAej6PX68WkUy6XKRQKDAwMiCTLYDAwODgoU879+/elkCjjRTqdZn9/n3w+L/DN2toaRqNRyM3PPvuMdruN3+/n4OCAzc1Nee1er0elUhFidmJiglQqJQfJ17mDRCLBtWvXiMfjMh1ZLBaJdVCqnn6/j8fjkRu2VqsRiUSIx+MEg0FOTk7EEKKS+nK5nNwgqVRKyCi73S5BTyMjI6TTaebm5sRc02g0pAtSbkgFQ6VSKc7OzkTT3Wg0cLvdBINBWq0WsVhMFBHKQWs2mxkYGMDhcKDVaoXgVtzAq6++SrfbFbmkikdQ6aoGg4E7d+7w9ttvk8/n5borN63aZ4q4U1Cicrpms1kx1nQ6Hd555x2mp6flWuj1eumkd3Z2sFqtbG1tUSwWGR0d5emnnyYSiYjWWynDlGZc/R6dTieS4aGhIYLBoIT4Kae3mki9Xq/EbRwfHwtpqN7/D37wAxYWFsRspu5RJSf86U9/ysrKCvl8njfeeEOkz/fv3yedTvPCCy8wNjZGPp/n9PSUoaEhgbwUoet2uyUHSdWG6elpAoEA29vb5HI5kVh7vV52d3c5Pj5mY2ND8rRu3rwJPFbOqaA8tWetVivz8/MCv6VSKeGOrl+/jtVqFR6i2WxSr9c5ODiQ4L3Dw0MxJCrptTIRZrNZACn23W6XaDRKpVLBbrcLPDsxMcH6+rpwfvPz86KQcrlcv7Dq5n+KQv/973//ze985ztYrVZRzSiXoyJr1OkIjy/OU089RTKZxOfziea+3W4zMDAgyZdq46uUQ4PBwNramliqVVbNwcGB3Mxvv/22xCWUy2UhnlREr+pC4XFXMzMzg8PhkNN6YGBAICaVY6HMNQsLCwQCAe7cuSM398HBAa1WC5vNxtzcHM1mk3A4LIeLz+eTm8VkMkn8rpo0vF6vqDXcbjflcpn19XUpRMqAplQrCoZIpVLiDg2Hw+IYttlsRKNRiYAYGxsjmUyKOSmVSpFMJnG73RwcHJBOp7FarU/Aayr4q1Ao0G63OTo6olarUa/X8fl8XLp0SdQPCib70Y9+RDabFTOWz+cjlUqxu7uL2WwmHo+LkS0SidBqtUTTfHBwQDKZZHJyknK5LBLa8fFxdnd3qdVqImf86U9/ysHBgaQKOp1Orl27hkajIRqNYjabyeVyouRRDkuVo/R1yOj69eu88MILjI6OYrVaJXRN4blarVbyZH7wgx+QTqeZnZ0VKatKr1Tjv9vtlvFdcVVHR0cSQaEkkirOwmq1sri4SCAQIBKJiBHt4cOHjI+Pc/nyZZHXqgIJSCaMxWJheXmZhw8fksvlePnll6U7DQaDVCoVgQSV9l35HbRarSSWfn3CtVgsfPTRR+zt7fHKK6/Qbrd55513xBujpLTr6+tyfZWH5sc//jHn5+f83u/9Hk899RQjIyN0u13hBpSD9uzsjF6vx9nZmfAhyvmsPlcwGJRo4mq1KgmUypzkdDoZHx8XbmhnZ0dSRhU8++Mf/5ihoSFKpZJEQShnfCaTkfwhJfd2Op3s7+9jt9sFElPxEZFIRPw6CrlQqrDz83PcbjfVapVWq0W9Xmd3d5cPP/wQgJdeekkC8oLBoEy5n3/+OSsrK79ahX5+fl4s5Q8ePJDxUuV6f73QP/PMMwLBfPXVV9jtdon5DAaD0gUeHx9zdHQkWldFgH7dBavwZ5Wlo7DE3d1dUQEoo5Yiih48eEA2m5WNoVQgrVZLsL1Op4PJZCKRSIjDMRQKCX6ssq2VskOv1wscAI9HeFWIVQ6HmmpUDITKy/k6fq6IUWU8GR8fJxwOs7i4iFarFYjh5ORE1CQqokGNoerwVAoGlZ2uJJ2qOCUSCS5fvszBwYFkzRQKBTFCJRIJ7t+/z/T0NACDg4PcuXNHDECA+BROTk4oFApy3dRe0Gg0cqgNDAxIUc5ms6LEAEgkEgQCAb788kuBrFQchMpbUXtjZGQEo9FINpvld3/3d2XqU+ah+/fv43A45HsZGBiQ5EDlsVDuRDUhjY6OcnZ2JhJOq9XK/fv3KRQKYuA6PDwUYtjtdnNyckI8HqfdbgvurWAKVUDVYWC1WjGZTKysrFCr1WQarVar7O7uStyDkt0pG73KJAKIRqPcu3cPn89HvV6nUqkIoT08PEwikZCJMBwOU61Wn1CO7e3tSWibkhsr4n5oaAiPxyNS252dHfn9d+/eJR6PC6+jpIbKebqwsEC/38fr9fL000/LPqpUKmQyGQn5U3p/1XSUSiUGBgaYm5vjZz/7mUC3X78Hq9WqwL4q58rv91Ov16nVanzwwQfMzs6KobHdbj8RaDczM8P6+jqLi4sC43zrW9/i+PiYlZUVaQpVzo96toN6rzabjVAoJN+fehaB+q5GR0eFtFewUCKR4Pbt21SrVRGfzM7OEo/HKZVKGI1G2Z+fffbZr06h/8u//Ms3/+iP/giHw8Hy8jL7+/vCOgNCdrhcLq5cucLCwgJ7e3sST6xs/8odt7S0JKQlPDZLGI1GwZmVGkQRUyoVTnXEKp60Xq8zOTnJ0dGRYJHKBv7o0SNWV1cpFouiGVaRDYBk4CsyTmmWlZJDQTLK+acy0QcGBqToK1ze6/WKr0A9YENJ55T2VpmPTk9PxXA2MzMj0jabzUYkEsFoNPLgwQOazSb7+/s888wzEslaKpXEaq64ChVxrIq86oCUmatYLLK2tobX62VqakrMUwf/mCa6v7/P2dmZJHe+//777O/vc+3aNXK5HN1ul08//ZTx8XFef/11uT5qOlhfXxeeYHx8nHw+T6PRkO5UeS1UdPTJyYkYo9TDIUwmE5lMhuHhYdFAt1ottre3uXnzJu12m1wuJ8V1cHCQnZ0dNjc3hais1+ssLy+TSqXI5/N8/PHHvP7666TTacrlMrlcTly46lpptVpJTy2Xy8zNzUkhUZPN6enjRzVsbW098XuU7V7lEBWLRTQaDV999ZWoWvx+P4uLi1gsFqampiTsTPEoKjtHq9VK/s+///f/Xp4hoJy4CwsLmEwmnE4nU1NTEoXcarX4/PPPiUajvPPOO2K0U8Skz+cTtZvL5eLOnTu899578v9UwqZer+fpp59mfn5enh2glFS//uu/LlLUy5cvi9IN4P333+fu3bsC21QqFbk/3W430WiUnZ0diZ/e3t4WQrpSqVCr1Tg8PBRId2dnh2azSTabJZ1Oc3p6yjPPPEMoFMLv9zM3N0c2m6VcLosL2uFwiPtdcW9nZ2c8++yzVCoVUQrBY+5DBb/ZbDa2traw2WxiTjw/P8fj8TAyMiJSa6Xws9vt3Llzh3w+L4epOmhUiJtyuqsJMBAI8JOf/ORXp9D/m3/zb94cHR1le3ubSqXC/Pw8Q0NDfOMb3+B73/se8LgbVEl0iUQCm83GzMwM7XZblCVKhaLYd/VQkHa7LTeo2tS1Wg2Px0O325VOMhaLSdzo9PQ0xWKRL774gm63+0RU6ODgIKFQSFIvnU4nd+7ckUhdRarkcjmJP3A4HKRSKSHvstks3W5XxtBYLCY5OQ6HQ542dHp6KjhgKpVidXUVr9dLLBYTSEb9LnXQjIyMMDk5Kdkaaqy22+1ipJqammJqaorx8XFRLqnDRWnyk8mkhC8p+ZlyGs/OzlIul59IklQx0yrWVcVBJ5NJJiYmCAQCrKyscHh4SDwel3hdt9vN4OCgTDFGo1HgKr/fTyAQkJH2448/lpvg8uXLMtko6a1Wq5VUwlQqxejoKO12m2AwKCFsSl0xMDAgzxFQBKvVamVgYEC00SrCttfriWP37t27Yu1/+umn6XQ6QmBHIhFsNptwGSpmQqWdVioVkcWqSUI950DBlUtLS+IQDgaD4lmIRCJ4vV6JvFZxBzdv3qRSqUguUzgcJpfLiS6/Wq0SCARIp9Pcv39f3L7T09NYrVZWVlbEyay6ZSVvrVQqOBwOhoaGBBJVoggVyKbuDeUyf/vtt+l0OuIIDwQCIr/87LPPaLVaXLt2jddee41SqSSZM0r2Wa/XuXfvHmdnZwz/4zMiEokEP/zhD0UOqZQyjUaDubk5uZ7Ly8vyjIK1tbUnUjvNZjMPHjxgZ2dH9rLKg3K73ZRKJXk4i5q6FB+nDpl2u834+DgTExMCz6jvVj1fodlsMjAwwODgoHTqDoeDW7duSWbW2dkZsVhMnhjWbDZ59913WV9flwfm3Lx5k1arxcbGBg8fPsRgMDAxMUEikRCu5/333//VKfTf//733wwGg5I2qfJRALLZrGCClUqFxcVFib1VD1pQD1U4OTkhn8+LqqFUKjE8PCyhRcFgkLGxMarVKvF4nFwux7179+RJMYeHhxwdHZHJZGg0Guzs7JDL5ST4yuFw4HQ6xRjT6XSkC/i6NKter4ucLRQKSYaKGudSqRRra2vcvXtXYghmZ2dFbhgKheSzKwORw+Hg7OxM5HLqkNjY2JAuQRVKFY6lXIkqPyaRSIjz0GazcXZ2JjivIo0UN6D094rQXV1dFThMp9OJpl5hwCqvRz3QwWQyyVOKXC6XPE5QwV1HR0eiTLh27ZoQxslkUtQ66pF4FouFbDYrJhaTySROQeXOVE8gmp6eJh6Ps7q6yujoKK+++io3btxgc3NTrpWS4CoiX93wn3zyCf1+n+HhYZl+lLSv1WrxzjvviOMZHuf4qCC2r776SniKjY0NkXmur69z48YNvF4vt27dEqONijaoVquyN5Rbt9/vMzMzQ7fbxW63Cy4bCoXo9/uMj49zfHyM2WwmEokIUdrv9zk6OmJtbY3l5WU5xFXWjXpQRjAYZGRkhOeee06iN9RSHasKblOTld1ux2KxCBymno9Qq9XY2tqSREb1FDj1xKr9/X2i0ag0ZysrK0QiEZrNpjQISoigipeSJr/88suikFtZWSGZTHLz5k2Z1JVyTDmcf/jDHwoPYDKZuH79ukCdN2/e5MqVK3z44YfCKxkMBsbHxwW/f/vttzk5OeGFF15gZGRE9sLDhw/p9XrMzMyg0+kkiMzpdMreSCaT9Pt9PvnkEzY3NxkeHiYcDmMymVhfXxeY2OVyifJL3fsKokulUqRSKTqdDgMDA1y6dImf/exnHB4eUi6X2dvbY3x8nJmZGXw+H+Vymffee+8XKvS/jCdM/XcvjUYjkbjqAyvyTGFfKsxJda6A4OdqLNXpdBwcHEj+eyaTkQS8K1eu8POf/1wC/y0WCwaDgWQyyezsrEAB7XabmZkZSYPsdh8/D3R4eBhAtPePHj2Sk191pSpyQJEzu7u7vPrqq3KzKJft6Ogow8PD7O/v02w2JctGaf83Nzfl4QcKelGOWTW9KL2+MmgonfXKyopIN1UGic1mY2lpiYcPH/Ktb31LMoMWFxdxOp0S6KQe0KIiEJSDeHNzk3w+Ty6XQ3Ep6lop0lA9YenatWuiR1eQg9frZW1tTdJAn3/+eSlw6klXnU7niYdjqOdrKvjG7/cL4axMYwpOU6afZrNJJBKRh5+MjY2JHPVv//ZvxdH4dSVVvV5nYmKCd999V5JDVXaM8kAoA8/MzIwoMr7zne8wOjrK5uYmAGdnZ6KhHxsbo16vc3x8LN31008/LdHL+XyeL774goWFBXK5HOl0WrBns9ksGexqmlFmP6PRKA3FxMQEH3/8MYFAgH/37/4dv/3bv83Q0BAfffQRxWKRb33rW3LNLRYLR0dHVKtVOfzS6TSHh4cSC6xUSirj5uTkRHTs8DjqwWw288ILL0iSplKmqKk2lUrxzjvvPBEFoYK+dDodP/zhDymXy6JMUUS36qSVuS4UCsk19/l89Pt9/H4/b7zxBrFYjM8//5xPPvmE3/qt3xK4Ugk2ms0moVCI8/+bujcNavQ+034vCSRAICSEViSEFlax7w292u72brcdx5Nlkpw5SeWdqZnU1Kk6NXPOnE/+mC9zKu+8SWWSVCaTmWQ8k9huJ17pNr3RDTTQLM0iQEhoQ7tAKyAk0PnQfd/TfSrnjc+3MVUpO7hZWnqe/3Mv1/W7IhFG/Wq1Wmxvb8Pr9WJoaIi9FQ0NDTh37hzW19eRyWRgNBoZFkZspZ/85CeMkI5Go+yYvn//PorFIrLZ7BP3OCmexsbGcPnyZdhsNqhUKi5okskkj5VoBEUd70svvYTu7m5+4FEXQq8F/R6ZTAZbW1uszvo8H/8lKvof/vCHb1ksFhwdHTFVksxFVMlbLBZOHcrn86y8mZychMvlQjAYRFdXF8++VCoVV8BU5VIFJZVKEY/H2SxhtVoZ/0oPGwAsCSSnKcXxEd+aAgjIHGKz2WC1WjEzM4PZ2VlWZ9AbRzcFmZk8Hg8EAgGGhoaQTqexvb3NQSo1NTUwGAy8DKNuheafJIcDwCRPmvOSCYhImdvb25ibm2O6ILXItFg0Go0crkJGpoqKCsRiMVy7dtIreMMAACAASURBVA07Oztc1dlsNhgMBs79JH8BSfz0ej3q6+v596M22mq1MsiKeD7EFCf9NilpyDRCHPxEIsFMFpKZXr16FQBY67+4uIhwOAyz2Qyr1coy0Y2NDdy+fRt2ux0ymQyXLl2CUqlEOp1m4Bh1YPX19SyJFIvFmJycxPvvv49AIIDGxkZ0dnaypI/MZISGoEyC2tpa2O12fPDBB7Db7TCZTNyx0EKb/BlXrlxBPp/H4OAg83/o2qWAG8papaB3gUCAxcVFfoDs7e1BpVLx9Xv37l0IBAL2JExPT6Ozs5Nn1wqFgtk5VNzs7u5yhF2hUHhipKnT6SAUCvHJJ58gFovBYrEgk8kwC59mxaSJp4c0dY5kfrty5QqD4ggdoFAoWE2yt7fHrtBgMIiqqirEYjF89tlnsFgsbNQjBlIikWDRAI0+KdmqqamJUSC5XI7Phnv37sFsNiOVSsFoNDLk0Gq1IhqN4ujoiPMLCoUCFhcX2QRHKrq1tTXs7OzA5XLBbrezWs/hcLBkOxgMorKyEqOjo8wYSiaTHNtI1/jx8TH29vY4R5p2c7W1tYjH40gkEqxMy+fzePXVV5HP57GwsMD+oOnp6S/O6ObHP/7xW1/72td4vtje3o7l5WWk02mWjtFckEKjz549i729Pezs7LBLjbS1lZWVDIYiFjWxRObm5hjgRU9J+ncAXFnQhdzQ0MAVMlWAMpmMvzctT2kpura2homJCVRWVsJkMnEqTE1NDYRCIcLhMCs1qGqnak0gEGB1dZUt4ZRCRKqBQCCAbDaLxsZGNlaQppn4HoQzIDMMzfALhQInY1H7TR0LfR0pnIgD4/f7sbm5yTcWAB6b+Hw+3L17F+3t7ZDJZMx1AcAPElokEu5AJpPB4XBgZWWFIXa0m/inf/ondHR0IJVKobm5mW35W1tb2NzcZAgdLZU9Hg+2tragVCqhUCgQCARQWloKpVIJm83GUDafz4fq6mqo1WqcP3+ewVqBQAAKhQI3btxAWVkZzp07x0UBxfj98z//MwKBAKLRKM6cOQOpVIrh4WGGpAHgg5gO10wmwyz7+vp6WCwW6HQ6xGIxHB8fc7hFTU0N7t69i8rKSrz++uuYm5vDu+++C7Vaja9+9avsYwAe5gOT/HFzcxMHBwcsPW1qauK0tfHxcQgEArzwwguM1qWxzeHhIStJSDYsFouxsrLCMXmVlZVYXl5GMBjkooNQxfPz83zNuVwurowJ/+vxeOB0OtlceP78edhsNi4erl+/jkwmA71eD4vFgkuXLiGXy6GkpIT9FjQWy2QyvMhfX19He3s7ww5J/UYPoUgkgvv370OlUrFe3e12cyYvdSwlJSWs6CIfTltbG+rq6jA2NobV1VU2i9EHce+JitrS0sLXA8lm+/v70d3dzbJfk8kEtVqNnp4elJSUYHl5GZFIBH6/n53bIpEIer0epkfZx0Q0pTET7QWouKIOsampCcFgEMfHx9BoNISK+eIc9MS6obBnmjET5pakj2VlZexwrK2tZYVLOBxGZ2cnL4eociwrK+Potb29PWZJEL2xrKwMGxsbqK+vh8fjYf5HMplEb28vO0FJJ07jDZJ2kTyNtumEHK6srOSwBuoKKCOV1Aik025tbeULfH19HeFwGH6/Hz09PYxloMAVMiNls1nIZDK+MKurq9kGL5FIoNPpOGeWDgxKvSHDCgUm03KWpIe0W6DgdAoMBx5u/Wl+TRjZ2tpaJkpSLOPR0RFXK9RuEiGRHpbUWRFIbmpqCkqlkjsaSu9aWFgA8HBx2tPTw5W9QCBAV1cXQqEQmpub2VBETl+So9L+wGKxsKQyEokw2oHiIslTQRF2fr8fkUiER2ttbW2s5HK73ZzwRDN/uh5pvry2toaBgQG0t7djfX2dbfAkHQUe2vDPnDnDM+iTkxO0tLSgvLycH7SkeiLWvk6nw9raGn73u9+hp6fnCVeo3+9HdXU1RkZGIBAIMDg4yKYov9/PbktCQJAMsb29HSaTicUFc3NzOHXqFL+fxGWhyE+6F4gBMz4+zvfW+fPneY6cSqUQi8VQKBTQ39+PkZER1v9HIhEuhGgsQrujQCCADz74AJOTkxyLSA7nc+fOMa6X4GTEd1Kr1RAIBDCZTMhms9je3oZer4dIJMLS0hJu3rzJ/hVyan/wwQd477330N7eztccpXq5XC60trbCZDLx99Hr9TwqVKvVuHjxIurq6uD1enFycoJYLAav18veChJTCIVCTExMQKFQYHt7G42Njchms5z4ViwWsba2hrm5Oe5We3p6YLVaIRQKodFoEA6Hee5PYUdfKB79j370o7dee+01KJVKRpuKxWKe+xYKBZ7fkQLE7XZjdXUVpke8dkKZUn5nJBLhypJCQeiipZlxOp3mEAmtVsszbZJB1tbWoqysDLu7u2w5LhaL2NjY4DeVpFEkgTSZTMzU/vd//3fYbDZWz+RyOR5lUBVNTBQ6BCjTUy6XY21tDa2trQAeVjJ2u51VNwKBgGekXq+XJaS0cKN8WarkFAoFW8MJ20AhFP39/VhaWoJUKsXY2BjroOm1ptddp9NhYGCA07Fof1JfX89/j3feeYexzcQ8IScpQd66u7tRV1fH+4NoNIpIJMImOJq5kp29WCxCpVJxeAVxiKhaI0yA1+vlRevCwgIzcWQyGex2OxQKBZtm6EFP7XEymcTCwgJMj8BTZPoqFAocDvPpp5+ipqaGmf1utxvZbBatra0ss6MEJL/fj+HhYWQyGTboPf6+ZLNZ3LhxAy6XC7W1taivr8frr7/OjPyrV69icnISoVAIvb29HKxTWVmJ1dVV+Hw+dHZ2olgsIhKJ4Nq1a5yD0NPTg3Q6zZ1RNptFWVkZg8gCgQBsNhs7gUmnTior0nhLJBI2DJJXQ6PRYHl5+Yk9l0ajQXt7O3OWyAtAex1Sr9AOpqGhgc1BJycn/ED1+XwQCAQs/5VIJOjv70c8Hkd1dTXjpymInsYc1BGbTCYUCgUsLCzwdKBYLGJ1dRWZTIYRv9vb24ygqKurw97eHk6dOsUjskQigcnJSUYvU7D98vIyfvvb30Kn06G3txeNjY2wWq3w+/2cAWEymZBIJPD++++jUCjAYrHwOdfb28s5z9RREXKBxlB+v59VaCTpvH79OpMsAXDxUSgUvliqm5/85CdvPfPMM1Cr1ezC9Pl8jP59/A2mdnNlZQXhcJgXJORYpDmjVquFw+FgMiJVixUVFayXXlhYQDabRTwe58zYK1euoKSkhPX1xNKhAOyTkxOMj48znrS5uRktLS0QiUTMHyFjBc3jj46OkEqlGFVAOluBQID79+9zoATNx/v6+pjaFwqFsLW1BQBswSZVEsm2KIianLZ001ssliciAm02Gz+saAbe19fHARder5c3+isrK9BqtdyBUJdAgSn0+tCsnqBUCwsLrLBJp9NobGzEwsICOjs7EQqFIJVKWb1ED1PCxBIrhbgfo6OjcLlcODk5QVdXF/b39zE/Pw+tVsta583NTdZEk/nk5OQEvb29rKM/Pj7G1tYW9vf3sbW1Bbfbja6uLk7xork/uZCJMEjqEb1ej7fffhtvvPEGysrKoFKpYLFY4HQ6cXx8jMHBQTZLEc2TXuPZ2VmMj4/zIUxkTbfbjb6+PvT09DzBSqH0Lbfbje3tbRSLRRgMBigUCmxtbfGDq7W1FQKBgDMWiO1vs9mg1+uxt7fHSInq6mqYTCbY7XZ+YJM7ta2tja8LGidubm5ibm6OD/JcLodUKoXbt28zdrmhoYEZTKFQiMFhNK+nmfPW1hbfh7SXobFEdXU1K+JIkqxQKDAyMoLe3l5WuNGokZyhbrebg0SWlpbQ2tqK+vp6zMzM8HiD9Oek7CotLUV7ezt+85vfYHFxEQ6HA4FAAC6Xi9+3iooKDlIhkBk97I1GIxwOB6amphCLxTA0NMTuYQrAIQeuRqPBtWvXcHJywu/d0dER5ubmMDU1BblcDp1Oxy57ysQWCAR48cUXWdVDTnLyZdD7sbq6ym72mZmZL85B/9Of/vStCxcucCVH0W1SqRT7+/sYGhpiMwpdKD6fDwCYRyEUCjE1NYWysjLGgh4eHmJ5eRnxeBwtLS2cJxqPx2G326HVapm3Qlbq27dvo6qqChaLBbu7u3yRHB8fM0a4srISqVQK6+vrjC1wOBz8UKCHh8lk4hAQnU7HBhiyjAeDQbS2tsLr9bKRw2AwoL6+nsNLKJ6PqmStVov19XWW7BH8ig5zsVjMh4zVakUmk2FTDiUVkWqITF0PHjzgzqe/vx9jY2OcGUq4gubmZgYw0WtFMYTAw3mm0WhEd3c3BgcH4Xa7GZYFgGfuhUIBgUCAFSb5fB5arZZlfZFIhOMj4/E4Xn31VajVajYTbWxswGq1orW1lf0Q1CIvLi5yjB6pViQSCVwuF0O5FhcXsbe3h56eHg6uMBqNbKF3Op3o7e3lmD2yuVO+J3VlxWIRvb297HaORqNoampCLBbjMJydnR0+qFOpFLsjfT4fbt26xQcG8ZvoYUP8k0AggKqqKgwNDSGZTDJKmBQyJKsEHiartbe3s1qNzIQVFRVYXV3lQ8Ln8/G4zWg08mKZ8pQfZ9aYTCbmzBNCmiL+XC4X82OcTidz1onKGAqFWE01Pz+PlpYWaLVaCAQCHB4eYnV1lbtBynstLS1lcyKpTgqFAmvVCeJXLBZx5coVHlFtbW0hlUrxGLazsxM1NTXsBaDXNpPJcFg5OdOJRvnyyy/j1q1bmJiYgEQi4b87jdn29/d5vDMyMgK1Ws28n729Pfj9fi5Io9Eo2tra0NjYiEAgwC78Tz/9FE6nE9vb2zAYDKiqqsLy8jKsVivjPMjLQp6c7u5uhMNhJorev3+f8ygAYGJi4otz0P+P//E/3vrKV77CM19SvdCikEh65DIlQJVYLIZer2dS5DvvvMMoWJqXZrNZaDQazmGkG4SkZnK5nFU1EokEVqsVNpsNDx484Ja7WCyyYSgej8Nms6GhoQHV1dX49NNPuSWmKp0WlzR7ozk/yRZpZENsH5qjk3Igl8uxhJT2DRQt1t/fj+rqal4iEjaBUuyXl5ehUCiYIU8mGrFYjFgshpmZGchkMhiNRubgkLuQuhpivZSUlHCLT8Hk9PNIekhIaK1Wy8Areli7XC42ZxHal0JZiEJJB0tVVRXq6uqQTqdx7949iMViXLp0iVPCdnd3OcCafhYtX3/7299Cr9djcHAQdrsdZWVlXGHT71tWVsaZsyMjI6ykaG5uxuTkJHc4hDf2er2sqiFmkFAohNlshtfrhcfjgUKhwPr6OpvGyFVMD9eJiQmk02kMDg5iaGgIsVgM9fX1nHcqFAp5Fn94eIiWlhYIBAL4/X4sLy+jrKwMzz//PHclCwsLaGhoYITw/v4+BgYGeNyj1+uRTqd5dEG7FjroSL1BlT5B5j766CN4PB44HA40NTUhn89jbm4OMpkMDQ0NMJlMzJohSSGZmKiLEAgEkMvlOH36NKRSKR++BG/TarVPZPOurKzwDFqhUKC2tpaxB/F4nDsC4OFuampqivdu5KTN5XK4fv06+vv7Wa7b39/PXSYFdJNjmO5lmplrtVqEw2E8//zzvKimAmx/f58jEInhMzU1xcHyEokEU1NTqKur43jA+fl5nD9/HmazGYVCAcvLyxgaGuICK5FIwOVy8ZkwPDzMCjvCr5Ohj1RJxOVPJBJYX1/nLocMXl+og/5HP/rRW5cuXYLX64VSqWQNNbGry8vLGRBGksuDgwNotVqeqdG2nHC9lJy+tbXFkjCqqAAwKY9u4HQ6zXAwGq8QJ4Pm4VKplFtBmldSurxMJsODBw/Q1NTE2v67d+8yzItQpfl8HuXl5RyeQKlNAPiGpIODFCKklz0+Pmbts9frRTgc5nEA8fj1ej1/Hak7yDU5Pz/P4RiPP3ToQdHd3c1zT6PRiLq6OgQCAWxsbECv1wMAPB4PpFIpz7JLSkqwvb2NYDDI44fHYxrlcjna2tpwdHQEl8vFBE+j0cjsIopnVCgUEAqFuH//PgKBADQaDTweD1QqFc8uqasjmSJVamfOnIFOp2PEAh0G5K+g/AGz2Yzy8nKWy5FF/vHM03g8DrVazcoqeriQICAcDnPHsbi4yF0adSlCoZCDwgcHB9l7UCgUcP36dZSUlPABRDPtrq4urK2t8bKdfm+lUsmLxnw+D7PZDIPBgCtXrmBmZgYHBwcsnxQKhXj77bcRDAYxNDTES/ZCoYB0Oo2PPvoIbrcbdrsdQ0ND0Gg0CAQCWFhYgN1uh1AoxDPPPINCoYALFy5wh0mqHaVSifHxcWxvb0MoFKKxsZGJio8nT9GuKxKJMGuqoqICd+7cQWVlJba2tmC1WvnapB0VKbEoXnNsbAwLCwvcJdCDrqamBvF4nE16w8PDsNlsvL+ie7mlpYU5VSRyqK2tZcjeqVOnWF9fVlaGU6dOIRAIIBKJ4ODgAM8++ywAcEcdCoWQTCbh8Xg4M5YUfwKBAL29vbyvI+d0PB7H1atX4XK5YDQasba2Br1ej9OnT7OnIZVKIRgMory8HDMzM8yup13E9PQ06uvrEQwGWb4ciUSgVCrx8ccff3EyYwuFAjvSCMVKihLC1tLT/nGCI90QFJxtNBpZZkcXDaFpGxoaWHdOlSTlu1JkG8kQaSG7s7MDhULBs3WiWMZiMT7AKdP1wYMHOHXqFIcyU8QdJdQTRY/UOmQ2oqqIWva9vT3E43EOJu/u7oZIJGI7Ojl8GxoaAICDSyisnFg0pNclRQgZhPr6+hjQ9e6778L9KIC4v7+fw73ptbZYLBw83tXVxbGHNDNMpVKc+tPU1MQ7AVretbS0sDqIIvcoq9Rms3HnY7VamZ2+tbXF+u5QKASv18tETJ/Ph5qaGmxsbCASifBugFr8eDzOLuaenh7melN84v7+PiYnJxEOh3ke6/F4uKqkMBYy7NAyWSQScbi50+lEOp2GxWJBMBiEzWZDfX09j9ZII07B211dXaiursb+/j4WFxc5H5YIlWq1GjqdDtvb23jvvfcwMTGBQqGAs2fPorm5mTu8XC7HPPtQKMQExu3tbUxPT8Pr9aJQKODNN9/kA4U6EolEwovJtbU1+P1+AGB2PflS/uZv/oZnzNQReDweLC8vM3a6qakJHo8Ht2/fhsfj4QhCUpaRGe3o6Ajj4+OYmZnB5uYm/uM//gN9fX3w+XwYGRmB2WxmrDXwcP9EnWR9fT0HjzwK14Ber8dLL72E1dVVPkDHxsYwMjLC4LbLly/D7XZjbGwM4XAYh4eHTGOlbpE63P7+fl7oEkr817/+NeRyOVpbWzkXwuv14sqVK3j//fdhsVjYb0DLaZ1Oxzh0mkRks1nU19fDarUywsJutzM+/fLly2wUpAAaet1I4ebz+Z5AkqysrMDhcHCONAA2Zn6ej/8SFf3f//3fv/XlL38ZQqGQjUFkvCB+DaW+EACMXLHk0Eun0yxzOj4+xvLyMjKZDKdE0TY8FAqxRZmcpRsbG0zeo+rs8PCQiZgAniAMklkhk8lgZWWFQ6+feuopHifs7e1BIBCgu7ubn/j0UCAz0u7uLqamphAOh1mNQVFrJB0kABhZ3ynu7uTkhAOwyTFL4SE04xYIBLwcpgxKmqOSoqOpqQm1tbUcgO50Ojmaj8ZJ9BChBxMRP6kzkMlkLI+jBfODBw/gdDohk8l41imRSLiyPjo6QktLC1eidXV1uHnzJkv5dDodH541NTXY3d2Fw+GAVqvF3t4e7ty5w/sT6ljee+89lJaWsmFGJpPB5/NhdXWV80kpVcpkMrEpiarwQuFhCD1Z/WdnZ5HNZrmQSCaTWFxcRHt7Oxt3aLlJ47eGhgYG35keQd9IJklhLhqNht2bs7OzPBqQy+WMdv6Xf/kXLC8vM3qD5KR0WNfW1qK9vR2rq6tYWlpCNpuFQqGAxWLB2NgYtre3IRKJ0NnZyd4KSoIiRk82m+UIxv7+fuY7HRwc4OjoCNvb2zCZTJienobBYGBJ7N7eHkyPovGoYLLb7UzRTCQS8Hg88Hg8GBgYQEdHB7xeL9bX1xGNRtHT0/OEwq2yshLXrl1DbW0t7t27h6qqKg5NpwdBa2srent7eWTocrkQDoehUqnQ2NgIoVCIjY0NHtc9TkhNJpOsPPJ4PMhmszCbzRAIBFCpVFhaWmLjWltbG491qJsn/IdIJEJHRwd3MJlMBsvLy7BYLEin02hpaYFUKsX29jYXFzabjQs3h8OBixcvYmRkhOM8W1paOCKTigz6WvcjKmwqlcKNGzewu7vLMt9MJoPV1VWsra19cUY3P/zhD9964403mLzY1NTEyTCUwUo8DpfLxUoaanfoRSoWi9DpdLh69SpWVla4RXvttdcQjUZZlkhgMoVCgfHxcfh8PjZO0TKzqqqK0axyuRzT09NctZA+Xq1WM0KW2sTt7W34fD4Eg0FcunSJ48aSySQKhQIv5UhySd2BRqOB2Wxmvb1Wq8XCwgIDofb29rhdo6c8qRQAMBqBgihWVlbQ2dkJgUDAGmBCJBPLh4iKJBGlGTshBPr6+nhfUFFRwXwT6rASiQTzV9ra2hjSRQHGNTU1MBqNUCgU8Pl8HM5B83+qqtPpNLxeL8bHx5FMJjEyMoL+/n4cHBygvb0dMzMzsFqtKCkp4Qi9cDgMpVIJs9mMhoYGXrZSxKLFYuFoup6eHlRWVsJutyMcDuPs2bNQqVTweDy4efMmUqkUQ9coF8Dj8bBZhgimxImhpSKNryikuqKiAqFQCDMzMwyoKxQKiEajKC0txc2bN3Hx4kUkEgncvn0bra2teO6559grQVyiK1euIBQK8XKcDiFyWaZSKaytrcFgMDAWRCgU4syZMygWi/B4PLBYLOyOvXLlCkQiESYnJ7lQsdls0Ol0zFMi5C7tsQ4PD9HQ0MCMmpKSEgSDQdy6dQsejwcvvPACbty4gaeeeorRzKOjo9yB0H0GPCyS6urqONeWpIW01yAUh0gkgkQiQW9vL4LBIM/46+vr0dzcjOXlZezv7zNVtaysDC+//DJ2dnYQi8XQ19fHznpiA4XDYZZ7zs/PY25uDpubm1AoFOxpIF29xWLhgiCXyyEcDjM+mar1yspK3nk5nU5GHKjVat4BVVZWcgRqVVUV//5EBy0Wi6xYomsokUjwtUbRmg8ePMDS0hL6+/uxuLjI4oJ0Oo3Z2VnqaL84B/0//uM/vkWOVjLs0GhgeXn5CYs+4QeCwSBznmmkEg6HIRAImC5IN9ro6Ci/eYTLJRnbxMQEUqkUV8YNDQ08q19bW+NOgBatZBYRi8XY2NhAMpnkwAqa9QEPFReEFSb5nlQqZdlWIpHAwsIC63dJBUIOvurqaqZzHh8fY3Z2FsFgEKOjowgGgxwE0dHRwbZ1gUCAmZkZTE9PIxAI8E1DYw0AWFtbYzMHuWwpHGRvb48PAvItUJ4t8HDEUlFRwT6D+fn5J/YZAoEADocDPT09rCog1ZHpEUNkZmaGUQdEFq2urobP52N/gcFggNFoZBT14yHPCwsLaG9vxxtvvAGFQoGqqiquMA8ODjA5OQm/349cLofz58+zy7eiogKLi4s4ODiAzWZDSUkJ4vE4y3Kbmpr4dyZN/YULF5BKpWA2m/Huu+8iEonAZrPBbrdDo9FgYWEBDocDTz31FFMcb9y4gVAoBIfDgdOnT0OhUOD27dsYGhqCQCCAzWbD8vIyFyKdnZ0AwHNlsViM69evQywW49y5cxxELRKJeF/Q3NwMo9GIsbExaDQaBINBiEQitLa2Ip1O47PPPmMAHen3rVYrA/VaWloQj8fx/vvvY2dnh5nnJIuke4PGnZTspFQq0djYiMHBQUxMTCAcDrNPpK6ujjn3wWAQS0tLfNBdv36d8dDAQ/e5y+VCU1MTL0cbGhrw3nvvAQCbHs1mM86fP4/W1laWbtJehrKP6+rqeOlMqIzr169zTCZV9Ts7Ozz3ttvtWF9f53jIsbEx9Pb24uLFixyDGIvFGHd+9uxZPqAjkQjj08lDsLOzw3GdFNZCf0/Cg+TzeQa30eu0urrKiGSZTIZIJMKqHUr9EgqFaG5uhs1mg81mg0Qi4ajFo6MjxGKxL85B/4Mf/OCt8+fPswmG2rVUKsXLFHpDiQq4t7fHhydJHxsaGpDP57nqOzk54cUiPTj8fj9rzsn409vbC7vdjnQ6jba2Nq7qCblLEj6n04nW1lbI5XJ2tlGF7vF44Ha7MTAwAIlEgubmZh6xRCIRXL9+HYVCgbkkHo8HZrOZDzaRSIRUKsXxbXt7e+zQtFqt8Hg8rO8nPgapL2gm73a74fV6kUgkIJfLWatMCGDiaSeTScTjcb7RyJug0+mg0+n4BqXqpby8HB9++CG0Wi329/fh9XoxOTnJ5iOSRyYSCZZjkoOPTCAqlQrAQ67K7Owsm8vy+Ty2trag1+vR3NyM7u5ubG5ucvAILW9LSkpw7do1nD17Fk6nEx0dHZDL5ZidneUbhxDK0WiUQ0pIOkqu17q6OoadVVZWorW1lXXnRqORGeKUw0qLwHv37iGRSECr1cJms+Ff//Vfsbi4CKlUyqoPl8uF+vp6uN1u5PN59Pf3M0ucighaZIdCIYRCIVitVoTDYQ7Eoc6DurG5uTmOuevr62P42fz8PEQiEVwuFzo7O1FfX8+v7ebmJrtSk8kkXn75ZTad2Ww2hEIhTE5OsooNAJ577jn8/Oc/x8DAAC9WqWOsqanhTNXKykpsb29ja2uL2Ua0uKfd2s7ODsbHx5FIJNh1bLVa2eVL8+q2tjYsLCxgdXUVR0dHOH/+PAPxqqurYTQaMT4+zvewXC5nHpDFYoHFYuGdFHH/k8kkcrkcxsfH+eAkvw35VywWC4xGI3Q6HUtiTSYTTk5OOFugoqICk5OTvBdqb29/wmRH4R8SiQRHR0dwOp344IMPeDxKRSHwn452UnKRa4NApAAAIABJREFUFFooFDL73+/3486dO5w0dePGDXR0dKClpQU2mw0ulwvxeJzJrAcHB+Qp+OIc9D/84Q/feuaZZ5izQoYKsvobDAZm3QQCAdy5c4cDKRobGxGPxyEUCjlqjZjWtJTLZrMIBoMcPECz7bKyMk4Gohg76iqoU6AZcENDA8xmM8OVaPG5uLjIVSNdeNFoFAaDgXGvn3zyCXPZSXpIeng6TCUSCXNQKMxDrVZDpVIhlUpBp9PxYUnz+Gg0yjIwkgdSx0DRZeRepRg2kUgEv9/PaTuUbanVanF4eIiSkhJuoY1GI8/8SVJ3cHCAjz/+mPM+qUIhwNXc3BwrEqjapw5BKBTC4XBw+04xjI+HiNBugw4Z2lkkk0nU19ezi5QYPGazGblcDn6/n9OYSOmTz+exubmJW7ducfzh4OAgp1bRTReJRHheTaqqw8NDHq8plUrmk6vVajQ2NuLdd9+FUChEe3s7zGYzq4KIh0MmPsI663Q63Lx5k3cVzc3NjNxdWlqC1+vlbFS6NmdnZyEQCPDSSy/B7XZDLBbj4OCAjUdarRZLS0soKyvjlLDr16/zQo/8FCMjI6z5JpMRdXgkQPD5fIjH4+jo6GA0Mi3/KSbTYDCweIGycktLS5FOp5kBU1ZWhl/84hc8xjObzRgdHYVMJsOdO3e4Qu3p6UEul4NSqUQmk4FIJGKcA4kHaCx39epV5rRns1nodDpWjS0vLyMWi6GtrY0pmbSL6+rqYmbO2toaYrEYGhoa2MUcCoXYpEcPDEJ3dHR0AAAraNRqNSOFyeW7u7uLQqHA0mmCmZHog6YImUwGAHgv4XA4WGxCu4uTkxPcvn2bSZZSqZRTuJaWljAzM8NwPLrfLBYLbt++/cXBFJPzkpC8kUiEA7CDwSAD/0keSdUmjWxqa2uRTCbhdDqxsbHBrI1MJsMHBi09Dw4OMDAwgHg8jkAgwA7PtrY2zoIkhyIt6EgJFIvFkMlkmGcvFArxwgsvYHd3F9XV1WxMslgsSKVSTLgkvAGNZWguvba2BqfTiTfffBMikYiDQaanpzE8PMxmDa/Xy05IUq5MTExwVU5878PDQ9bHkxFpcXERIpGI9eQUD0dSSJq/u1wueL1eDkMG8ATZkVDGlMxF1nCxWIxsNotEIoH5+XkAD28O6sYAsAVeLpejt7cX29vbvK9YX1+HVCqF0+nk9t7n8+HXv/4154aq1WqUlZVBKBSyGerTTz9FWVkZzp8/z5LO3d1drK+v48UXX+RFPvFhYrEYxxYqFAqsrq6it7cXTqeTH9ASiQS7u7uYnJzkwuLGjRuQSCT4+te/zkEv2WwWtbW1aGtrw5kzZwA85NYMDg5yktArr7zyBF/+2rVr0Ov1qKmpwfb2NkpLSzEwMMC8mWAwyJWo2Wzm0YJMJsPk5CSb11QqFTo6OjA5OQmFQoFvf/vbcDgcGB0dfcJ/QQ9T4KEya2Njg7tMCmuhGXpFRQXP+emglMvlvETc3NzEc889x1x2jUaDzs5OTE9Pw2KxcFGWTCZhNBrR2tqKBw8e8PVBD80vfelLvEuinx2LxTA8PMxu6bW1NfbPTE9Pw+12Y2RkBFeuXOEkMpvNhlu3bsFisWBtbY2jFUnS6/P58PWvfx0nJydIpVJobW3lnZFYLIZcLsfdu3dhMBgYo11XV4dwOAyJRILu7m4kEgnOtSD368LCAqLRKKuLTk5O4Pf7YbFY8Nlnn7Ecm6YQ9HfU6/XI5/PsHSH3cFVVFQwGA27evAm1Wo3BwUH2cqyvryMUCmFoaIglxcSjN5vNvC/8vB9/9KAXCAT1AP4FgBbACYCfFovF/y4QCBQA/gOACYAbwJ8Ui8U9wUPS2H8H8CKAfQB/ViwW5/9nP4OQqITazeVy6OrqYmRsKBRiS7BAIEBPTw/UajUvJimAgAh3JBN8fGtfWVmJZ555hjfZpJ//4IMPkE6neWxBCy9ShhAIi8KMe3t7WcHQ2dkJmUyG5eVlDt3e2dlBbW0tj1+SySReeOEFOJ1ONkkQa4Pkn3SjU/RgS0sLH7ZOp5NDpekBSJWDRqPhfQYtwDY3N1mHe3h4CIvFApfLxYHHxBc/PDzkERfJAMnxu7u7y2RBsVjMASLpdBpNTU0sdaSZMilnaC5+cHDAemPqQohDREEsCwsL8Hg8KC8vh8Ph4M6DfjfK1SXyILk3KbOWiIZVVVUcA0njEuA/oWYXLlzgvcmPf/xjjI2NYXh4GBaLBXt7e7h37x5nAbzxxhu4desWPvzwQ1gsFpw5c4ZvcplMhpWVFfT39yOVSuHpp59Ge3s7crkcotEohoeHmQaay+WwurrKPgaDwcAHZyaTQSaTwYcffsjJR/R3XFxcRHl5OaRSKY+XqO0fHh5mg8/Vq1d5mUxUUvp5HR0dmJ6e5nBy4qMoFAp4PB50d3fj8uXL+MUvfoF4PI7S0lK0trZiYWEBzc3NPAcnT0A0GkVrayuSySTu3LmDtrY2ZLNZxnsTkK+urg6xWAxbW1uQyWSoq6vD888/zzkTFFxCAEB6oAQCAUilUkQiEQDAwcEBAoEAXzcDAwM4Pj7Gs88+y912KBTiw9VkMvGoSiwWo7m5mc8N6iZJTdfU1MT5Er29vdjY2EAgEGBW1ujoKGPHDw8P2SD5eK4v7WJWV1ehUqn4fY9EItjZ2WFpqlKpfEKZQ65fyivW6XSYnJzEwcEBAwwtFguy2SwCgQATUYPBIM6fPw+VSoV79+49Ie/c3Nz8Y8c3f3weHX0BwP9eLBbbAJwC8FcCgcAG4P8EMF4sFpsAjD/6/wDwAoCmR//7bwB+/Md+QLFY5A08EQ4pVg14aCSiHNR0Os0XFi3yALAkjyLLqOqvr6+H0WjkCyeTybARYXd3l9tc4o8sLi7yAZjP5xEMBjkpijb1iUSCNcwHBwcwGo3o6enBqVOn0NvbyzI5ABzlRiqfxcVFXhJTdRkMBtnQQVI3Mm41NTVBo9HA6/ViZ2cH0WgUJycnDEIi+R+hk4PBIFZWVjA/P49sNssdCCEEKIUpkUjgxo0bHDXo9/vhdrsxPz/PKIq9vT1urym6bXZ2Fk1NTTh37hyGhobQ09ODsrIylJWV4aWXXgIAHB0dYWtriz0JtGAnzX9lZSWMRiMSiQRb1+VyOba2tjj0u6OjAyMjI7w/oOU6JYN1dHQwR5zmsvfu3UMwGEQwGOSWneSsKpUKJpMJzz77LDNs6MCamprCxMQEZmdnkc/n+TBsbm7GK6+8gurqaty5c4flpYlEAkNDQxCLxVhYWGDGEsn4IpEIR0JKJBKOC9RoNJiYmMC1a9fQ2dmJZDKJnZ0dJJNJnrXT+0XuRxpFEorh8PAQh4eHPA4giiTljKpUKi6EjEYjXnrpJSSTSczPz7Mj+eTkBAMDA/jLv/xLfOMb3+Dd0MWLF/Hee+/h9u3bCIfDiMVi/GA+PDzEwMAApFIp56wSGpu6AaFQyAhqKkBo3j4zM4OpqSkAQDAYZLVYXV0dysrK4HK5WGY6MDDAUkyVSoXDw0NotVpeTl+5cgXz8/N46qmnmER648YNbG5uolAooK6uDjKZjFUuOp0Oo6OjXEyQsubMmTNwu924f/8+bt26xaldh4eHHIu5sbHBWdQDAwOw2WxIJpNwOBwoKSmBx+PhTobGqdTBh8NhNn8mk0k0Njayn4QMoZSWpdfroVQqecxmsVhw8eJFvibo/Z6dnYXBYMDa2trnOLr/8+OPVvTFYjEIIPjo39MCgcAOQA/gMoALj/7YLwHcBPB/PPr8vxQf9o3TAoFALhAIdI++zx/8yOVycDqdUKlUXHXTvI5cciaTiWenFARdXl7Owb/kXqMEIrvdjmg0ijfffBMejwcGgwEej4f18o+bOwCwQ5FQpMR/j8fj/JCgypla/Z2dHVYdkFTq8bAG6k5yuRwbf6gqk8lkUKlUaGpqYnMSIWXJLWs2mzn5JpfLoaWlhTHA4XCY6YRWqxVVVVVsY89kMgiHw/z0J/QquU9TqdQTOFa5XI6uri5sbm5yBUQKFL1ez6MZGovt7u5idHQUYrEYW1tbHKRBS9rXX3+d9cHkYJ2enma5ZmlpKY/DSktL8fLLL2N3d5fDSYhpQjwUg8EA4GGnRolFkUiEkQj0ICHZaH19PQPMaLx1cnKCF198ET6fD+vr6/B6vfirv/orBINBXiJ/8sknWFhYwN/+7d8yy4cc0MRFFwqFDDRLp9M8FqCZqtVqZXInRdS53W5eThO2eX5+Hk1NTew6bWlpgcfjwZ/+6Z8yK4Z2LORmTqfTsNvtuHHjBi5duoTV1VX09PTg5s2bKCkpwblz5yAWi9HX14fp6Wk4nU5cuXIFxWIRL774IqdvTU9Po7m5mY1bHR0dmJqawubmJrxeL7q7u/kQk0qlEIlEnHtQXl4Ot9sNAHwPkdlNJBLh1q1bEIlEeOONN3j+TsHuxFEPhULY2dnB5OQky4Ep5vHs2bPY3NzE9PQ0M4Bee+01HpO43W5cvnyZVTTZbBYPHjzgpTIAdhVTcUNeGAIaEjnz+PgYf/EXf4Hx8XE0NzdzFZ/P51EsFiGTydDd3Q2NRoN/+7d/w+nTp9HQ0MCwP7lcjs3NTSwvL+Pg4ACmR9hlejjl83lOi6utrcXR0RH8fj8++OADfPOb38TQ0BBD31pbW5l6WllZicHBQTidTqytraGjowMrKyv8fU5OTvD000+jsrISP/vZz/74KY//nzN6gUBgAtAL4B4ADR3exWIxKBAI1I/+mB6A77Ev8z/63P/nQU/bfLqhe3p6EIvFAABXr16FTqfjWSgdTHSDEwt9ZWWFJVtGo5EXn6urqwwxOnv2LGw2GwBwZalQKBAKhaDVannJSe7Ve/fuwWAwwGw2486dO1wV7u3tsUv3/v37jAdYXFyE2+1mgBmpSSjEhNj0AOB2u3Hx4kXU1NRwW5/NZlnOSG5cmsORTT+fz/Noi/YL1D5rtVokEgmeD0YiEeTzeSQSCaytreHixYvI5XIsgSM40vT0NDo6OtDX18fVtVAoZJUI0RfpAaDRaNhsdHx8jIaGBpYwAmDdMT0AiGNCkrF4PA6HwwHg4QK2t7cXIyMj2N/fRzKZ5GqROOqkxyfmRyaTgVqtxubmJgc5HBwcoL+/nxfK0WiUH8DLy8s8+/zkk08wNDQEp9PJuao0FpqdnWUVyd7eHj7++GN885vfZHdjOBzGysoKIpEIPvroI2i12idQAxQkXl5ejt3dXbS0tGBnZwf7+/u8W7l06RKi0ShCoRBWVlbwJ3/yJ/zwomUnLbHJ9ERjxVQqhenpaZanPp74pFQqMTMzA7PZzEXTzs4OgIfSzampKbz55psQi8UYHh6G1+vlxbvH40Eul+OumBzKtA/zer3o6uriKvf3v/89L9IbGhrw8ccf86KeRqkWi4XvYerIpVIpXC4Xj2M1Gg18Ph/UajWeeeYZlj+SN4WkrSSmUCgULK2+d+8eJBIJ6urqoNVqUSgUGAomlUpht9vR0NCAiYkJHluSlJOSyGgX8d3vfhdKpRLr6+uMIKHXt7KyEg0NDbh48SJ+//vfQ6/XY2hoiGM+qagqKyuD2WxGb28vDg4OOFqwrq6O3xOZTMbjFsrYlUgkzBiiMWE+n2eTIk0yaFTW0tKCg4MDdoN/3o/PfdALBIIqAO8C+N+KxWKKQj/+0B/9A58r/oHv99/wcLTDoRHEfzk5OYFarca9e/fYCSeXy3muHQgEUFdXx21YNBqF1WqFVqtFLBaDSCRCe3s7V+9er5cRAMfHx4jFYqiqquIloV6vx7Vr1yAUCnH69GnU1NTgxo0bWFlZwe7uLnp7e/nCpkUiYXbtdjuPcT7++GM+3Nrb21FRUcFz5Hg8jr6+Pp5T0gMnlUqxooOWOPRPGp2Qisjn88FisTCXBni4BEwkEsjlcrh8+TKeffZZrK+v81yeDmJiW5PduqWlhRVIhH4ViUQ4ffo0SktLGbdLOZzkiqQFE82mqUWPRCJIpVJ4/fXXn4CdjY6O4uDgAFKplC9Mn88Hn88HnU6HCxcusM+gqqoKv/vd7zjarqKigqWLNMM9OjrCb37zG7zyyivMoaff6fj4mEdCpBKKRCI4Pj6Gy+VCR0cHS24XFxdx7949PP/889xBNTU1oaOjA5lMBul0Gn19fbh58yY0Gg1sNhuGh4fh8/kwNjaGfD6PTCbD3HtST9ES2mKx4ODggI1mYrEYm5ubaG1txfDwMBv4gIcPOzLVKZVKjsuknyEWizE3N8chHrlcDsvLy3j55ZdRXV2N3t5e+P1+NDY2oqSkhDsMnU6HYDDIlS11RCUlJfB6vRxOTR2dTCbjYJNCoYDPPvsMbW1tqKqq4jB1ojgKBAJGCqjVakQiEchkMrzwwgucuLa9vQ2dTsdFAV3PNBM3m80c90h4gPLycng8Hrz22mu4e/cuhEIh5ubmsLW1hWeffRZisRhms5l3QHK5HIFAgM+E7u5uznygjIRCoYD79++jubkZExMTqKiowLe//W1OnVMoFLDb7RzxR9e7UPgwK5qu829961tYWFhg3wbB6UQiEaeJxWIxBAIB9iEsLy+z7yabzUIul+OVV17hcHuxWIzu7m5IJBKOR5yYmEB7ezv6+vo4h4LCh46Pj3msff78+c97fH++g14gEIjw8JD/dbFYfO/Rp8M0khEIBDoAkUef9wOof+zLDQAC/+/vWSwWfwrgpwDQ0tJSPDw8RCgUwuHhIUuvstksL95onu52uxGNRmE0GtHf34/5+Xn4/X709vZif38fhUIBHo8HJycnAACj0YjBwUGW3s3OznLI9ePz+VQqhfr6ekilUty4cQMGgwE2mw2dnZ1YWVlBNBp9IjCjUChw4Hd1dTWPMGjx43a78b3vfY8576Snpk6jpKQER0dH7KKjIBBSyhgMBiwuLiKfz6O1tRU6nQ7Ly8uora1FR0cHP9zOnj2LpaUlHhH09PQwvlYul8PtdsNsNrO+nBy1w8PDSCQSWFlZwcjICObn53lMZLPZoNFo2NhCexCj0QiDwYBEIsH8bLPZjEAgwN1NWVkZNBoNSkpKuPogaWljYyPkcjkcDgdzxgHweyYUCnHx4kUcHR2xY1WlUsFutwN4qD7S6/XMNJFKpQgEApz9S25LAm5ZLBbcv38fLpeLkQdGoxF2ux3Nzc0YGBhAKpXChx9+yGjqlpYW9gSQcY72JyMjI0gkElCr1bDZbDCZTPD5fEgmk6ySIFxCRUUFG/gel+MuLS2hvr4eZrMZLS0tnEyWSqW4IyOTXCgUYj09Kab0ej2TWTOZDBwOB+rq6tDc3IxMJsOHdG9vL65fv856+Keffhrl5eWMw7ZarfB6vQDA2QFutxtKpZIDgL7zne9wAIjf7+duha57GncKhUJcvXoVcrkcX/rSlzjwprq6GiUlJRzFZ7PZEA6Hkc/nkc1mMTU1xRp6AJiamsKZM2cwMDCAXC7Hr2UikeCd3P379xGJRFhVR910Y2MjRy5SqLlUKsWzzz6LYrGI69evM07YZDJhfn4eoVAIbW1tPAenEQ/5FKqqqrC0tISGhgYcHR2hs7OTU9E8Hg/8fj/a29vZuEkU2zt37rA8m9LtyMsyODjImdHkzD1z5gyPeIn19OGHH2JnZwenT59md21lZSXm5+cZ70zB9J/n4/OobgQAfg7AXiwW/+/H/tPvAfwvAL7/6J+/e+zz3xMIBP8OYBhA8n82nwcejmPu378PuVzO7T+xwBsbGxlParfbsbKygnQ6zUYGWmjSPHV3dxepVAqbm5s8qrh06RJCoRAODg6g0Wiwu7uLYDAI9yPs7/7+PqMA3nvvPfh8Pni9Xnz9619HVVUV3n33XYTDYWQyGTz77LM8ryTnZjgchk6nw8bGBoTCh2n0FChgs9n40N3Z2eGxE40zFAoFbt68iWAwiOHhYZ6bqtVqjI6OskGJuPkEgKPDg7oamhHTmIqkqp2dnYhEIjzaOnXqFMsVCc9Mdm5a5FL7TnI96o7IjVtXV8dmkOnpaTgcDjz//PP45je/CafTiYqKCs4LJQYJVYOxWIydnGKxmBOy3G43jyFUKhX0ej1UKhWbn2iXEgwGYTKZoNVq4fV64fP5YLVa4XK5GBEsEokYY+B2uzE7Owu73Y6//uu/xp/92Z9hZ2eHQVTJZBJisRhvvvkmfD4fG5Kqqqo4YH5ychKDg4NsvlKpVPzAJ5yD3W5HR0cHL5PfeecdCIVCXL58mdt8k8kEt9vNQDaDwYCjoyNmMgWDQWSzWfj9fkgkEl5Q22w2KJVKzuV1uVwQiURIJpOMg9ZqtZynrNPpsLW1hZqaGtTV1QEAq5taWlr44CanaigU4pAbUmO99NJL8Pv9jEC2Wq3w+XyorKzEL3/5S6jVanzta19jPXplZSW+8pWvcMSfUqlkKFl/fz/LaUmyXFNTg5qaGh5VUnLbq6++yqwbui7o6ykT+s6dOxgYGGCpq0AggEajwf3797kzAB7iUiQSCcxmM06dOoXvf//7/H1aWlrQ0tLCLnl6INF12dHRgcPDQywsLODMmTOYmprifcfjXBxCjW9sbMDv96OtrY2puk1NTQiHw4xTIb8MLWBTqRRCoRBjuQmlYLVasbGxgfX1dXZFT05OMku/ubkZ09PTrDD7PB+fp6I/DeCbAJYFAsHio8/9X3h4wP9GIBB8B4AXwJuP/tvHeCit3MJDeeX/+sd+AGVKHh8f486dOzCZTByrR1r5srIypFIpfvqLxWL4/X60trbyso2Cq8kMsrOzw2xwktiRPE8sFrPduKmpCUKhELOzs7xMJV4MjYja2tpgsVhYZkWJQYFAAF6vFx0dHRCJRAgEAqipqeGZPJlIkskkqxIAIB6Po7m5mfNMy8rKEAgEcHh4CL1ez+weANxqj46OcpCG2+1mCBkZRerq6pjlDYA7IqfTySCtQqHAHQohb51OJ5566in88pe/ZD18RUUFamtr0dXVBalUioqKCn4wBQIBdhLabDZUVFRgZ2cHTz/9NOOFiTFC1Ei5XI6bN29CJBIx7oHwykajkQOem5ubGUmQTCYRiUQQDoexsbGBjo4OdHV18UERj8fZxr68vMwZAdXV1SzTI806JWORS5JAZm1tbaisrMTe3h6ngVGOKYWlfPbZZxCJRCgpKcEHH3yAcDiMb3zjG7y8a2hoQGNjI7PLd3Z2GNEcjUZ5JLK7uwubzYalpSWGilGlTmA0oqZWVVXhjTfewM7ODo+maNFHjmNKR8pms0y0JGLj2toaFAoFzp49i1AohGvXrqGlpYWRC263m41RtKe6c+cOLl68CKvVis3NTe48k8kkqqqq0NPTw3TYeDyOdDoNuVyOM2fOoKOjA1KpFMlkkuMTaaEeDAZx4cIFlJSUoKqqitU658+f5/eWdl4VFRX45JNP2EFbUVEBs9mMixcvYn19HUtLS6iursYPfvADvPrqq8jlcmhsbOQUNqPRiEwmg9u3b6OtrQ3RaJRNYXq9HolEAgMDAyykIGUT7emOj48xMTEBuVwOjUaDs2fPYmRkhJ3PS0tLoOkD7QI6Ojo4M4KCZ15++WUkk0msrq6ipaUFABAIBHhMTdGJ165dY7aWxWJBa2sr7t27h4qKCly8eJHFEwQ66+vrw61bt9gv8Hk/Po/q5g7+8NwdAJ75A3++COCvPvdvALCUr6mpCd/97ncRiUR45kaOvdraWjYm0ZJjdHQUgUAAJSUlWF9fx+bmJkpLS2E0GmE0GrGxscHzbwpNoKzW9fV1yGQyNhcdHh7yMqyqqop1v8ViEa+++iqi0Sg2Nzexv7+Ps2fPckiBTqcDAHa09fX1sRJof3+fb5iuri78+te/ZqUJqRJoMarX63Hz5k1eEC0tLTGjR6PR8IOM6JjZbJb3EWROuXDhAiorK7klJybO+vo6rFYrNBoNZmdnIZFIEIvFuGonc8qlS5dw//596HQ6ztIMhULMl49EInC5XJzBWl9fz5yTfD7PXQEtydxuN2QyGZ555hl8/PHHnGjU29vLKAan0wmtVouRkRHmAsViMcTjcVRVVaGpqYnJgw6Hg+fD8/Pz3LXRPHZmZoYJf3K5HEqlEufPn2cw3q9+9St8+9vfhlgsRjgcZt4+hY2UlJRwnGU4HIZcLseDBw/4BiadPmnXiVpKBxhhNZaWlmAymXipHY1G+VoklszQ0BDGxsYQiUTw1a9+FdFoFBqNBhsbG6irq8O5c+cQDocRCoWY+EmJZ5QaRV4Og8EAu93OHY1MJmNuy97eHq5fv87jFHLplpSU4KOPPmLaZz6f5/ekvb2d9e5UNNDiMJ/P4+/+7u/gdru5yGhvb2eDGhns7t69C6vVyu5gj8eD/f39JxRs8XgcdXV1OHPmDCKRCAQCAXZ2dqDVapmDf/fuXdy9e5d3Ct/61rcwMzODgYEB3uml02lGCNTX1+PVV19Fa2sr700sFgsePHiAP//zP8fOzg6PRVpaWvCd73wH6XSag0yEQiEuXLiA7e1t+P1+7O/v47nnnsPw8DAODw/R2NiI999/n5VYNTU1WFpaQqFQgFwuRyQSwde+9jXk83m8/fbbHJRUW1uL7u5uxjXs7e1BoVBAqVRiYGAAGo2G5biUNyuRSKBUKvn1t9vtT4DiqKD9PB//ZRAIX/7ylzkTMplM8kJJIpFAoVBgZWXliXBpqoaJ8z41NYVEIoGOjg4sLi4ilUpBr9fDYDBgdXWVLfGUAxkMBmEwGPjwJFmT1WrlUHKj0Yiuri7Mz8/j5OSE+TMWiwUGg4HdraFQCNXV1awFprENOUkrKiqwt7cHj8eDdDoNk8nEdL2DgwN+AO3u7iKfz0OpVDIylpZpNP+rqKjA9vY2HA4HL3glEgmi0Sjq6+uxurrKS7L19XU0NTUhlUpx9UVB1rTA6ujoYOSDTqeDwWBgGR7NBT/99FPk83nMz89DqVSiqakJ1dXVWF5ehkqlQmlpKRwOB5bge570AAAgAElEQVSXl5namUwm8f7773PABnFGTCYTu3GJB354eMhxgYeHh6yQoDn1jRs3sL+/j93dXeaE02JRqVTC6XTyXkan08FmsyGXy3HWaLFYZJeqRCLhhDE69NbW1qBSqSCRSLgaJ7nuzZs3MTw8DJfLheHhYTbqkbkpl8vh008/xSuvvALg4XK8tbWVJa+0lL179y6Ojo6gVqtZTkc+CHKW0mKTDilayBLMDHi4jKNkNYqCFIlEaGxshEqlQiAQgF6vx69+9StEIhFYrVaEQiHYbDYelRSLRUxPT7OhDwCUSiWHZhwfH6Orqwt3795FTU0NJBIJZDIZz7hDoRDLAQ8PDxnSR8qs8vJyrkSPj48Z+ke7LYfDAZVKxYUbBWTLZDIcHx8jHo/j7t27qKio4BAVkmiSl2VrawtHR0fY29tDQ0MDz6+dTidX72REI2ih2WxGsVjEO++8wyMYWmhPTU1hbm4Op0+fhslkwvr6Og4PDxEOh2E0GhGJRNhFS0lZ09PTHLRSVVXFQeEmkwnb29ushqO8BXrwEPZic3OT/RZ7e3soFAoQCASoqanh/N7q6mqUlpYikUhgZmYGfr8fp0+fhkAgwKVLl3D37t0vFuvme9/7Hs/cZ2ZmEIlEGBtLShkClzU0NEAikWB9fR2pVAoejwfxeByjo6Ocw0ixYc3NzVCr1awSaWxsRCwWg1Kp5NlgPp9nwxHlexJIjRaGxJYvKSnh2eb4+DgODw/R29uLo6Mjzjwlkw/x0+n7kXPycWkkpWORW9disUCj0cDhcGB2dpaf2lqtFpubm7wkpa+j7T7ZpAkcVVdXxxrrhoYGJja63W7m7XR2drLUjUxYoVCI2T3k5HM6nfD5fIxCWFlZgVQqRSKR4A5JKpUyNsBut0OlUjHGIpfLMVSNDl5yHhPdL5fLYWhoiGeTZrMZ29vb7Gw+OTnhmWo2m8Xvfvc7js8zGo28jKurq2M2O31fUqrQKI4wzxTmQkvP0tJSfP/738f8/DwDuTo7O2G1WlFfX4/u7m7cvn0bv//97xl5/JWvfAW7u7vo6+vjrE9i3NNDQyAQcBYtObJLS0s5m5UMXR6Ph9VGxFiicHYad1A6VrFYRDgcRiqVYtntyckJjo+P4fP58ODBAwSDQajVanR2dkIkEvFYq1gs8hydHiqUzGYymdg9SghhCrg4OTnhRS2RHKlTpsqazEHE1pmamuLxEP05AOz8JPYShZDIZDLMzc0hn88zAoOYUo/vCZxOJ/R6PaqqqlgGTLuT4+NjKJVKlluenJxALpdjf38f6+vrWFlZgUgkgslkYhEHfV8aE/f39zPQjRzakUgEV65c4dzfo6MjPPXUUygvL4dGo0Eul4NWq2WGFOUrq9VqNnL+/Oc/R6FQgNvtRllZGerq6vj6oId4c3MzZ2wEAgHs7u6iqakJra2tT+wWAoEAVldXvzgH/T/8wz+8deHCBZY/Eh9dp9Ox1Z5ULgaDAQaDgV2KdGNZLBbo9Xo4HA7m5tABRHhWmjtT/Nwnn3zCppq+vj40NzdzC0cz9oqKCoyPjzPr5XHZYklJCfR6PRuD1Go1Vzgmk4k1wbOzs1Cr1ejr68Pu7i6jcKurq3nhSPmTVKUlEgkmHpKlmnIiQ6EQO34BcIYraW7pYUAVJ0Xv0esolUrh9Xohk8mwtLQEv9+Pk5MTDnAIBoOwWCwoLS1le3pFRQWTBYPBIGQyGTKZDILBIGKxGL8PwWCQQ7EpKpHa12KxCL/fD7vdzmMBUraUlZWx9pui6uRyOUpLS9HV1cWIg+3tbTbSNTQ0oFAowGg0wmw2I51Os9GNPBnEOyKHb2NjI8bHxyGVSiGTyVh22tTUhGg0ijt37rCZhmifxP8hByZ1C62trXj11VdhMBhw48YNVvYQ+pj4L5FIhCV8x8fHGBoa4ip5c3MTNpsNarUau7u7nN61t7eH/f195PN5OBwO5HI5lu0R7oBQvbTTSKfTSCaTvBCNx+MoFApMhS0tLcX29jbGxsaQyWRQX1/P1xiJGij8hpaQtDC+d+8e566GQiH87Gc/w8jICGfqUq7w46och8PB0Xf19fWorq5GKBR6At2rUqngcrkYXEeGQZr3E/efDI8EeqPqnhLmyAS1tLQEg8GAjY0NdHd3szyZYg4PDg5w7tw5DA4O4uzZswAAv9/P9M+xsTGYHkUEXrt2DUNDQ6wCmpychFwuR319PYenE6OnsrISjY2NCIfDSCQS7P8IhUIQi8XM2Hc4HKioqOCchu7ubuzu7rKBkkY7b7/9NiPDFQoF5HI5bt++zYlzpMN/8ODBF+ugz2azbOMmw8jJyQk78XQ6HTo6OjgNiRaDVVVV/w91bxbbdn5efx9qoUSJEkWJpKiNokhJFLVQshZL1ngZezank5nMtEXaBEWCogWKokjve2cUbYGgadAtKPLP2qyTTJzxjDNje7yOZWvf952LRFKkKImiKFIiRfF/MXnOa+O96Qu8F7WBIJhNtqjf7/t9lnM+B4WFhZyVinPsWd6MVMqSEpSbm4uPP/4YoVCID8jm5iazN2WkoFQq0d/fzxf74OAAJycnCAQC8Pv9GB8f5wt6eHjI/6akpISGJ2lXpT2VqEHZG6ytraGsrAyzs7Pwer0oKyuju7esrAytra0kBO7v77OzkRZW9Lmy5BVcrF6vx8rKCg4PD9HU1AQAuH79OmZnZxGLxXD+/Hk4nU7uHUR37na7kZeXxwo+kUigpqYGT58+5XJLHHomk4nANI1GQ3pobW0tOjo6sLS0RGldZmYmg1bkc5KxjbzYovuWRejQ0BCGh4fR1NTEObBGo4HVasXly5dZKR0dHcHv9+PmzZvY29vDF7/4RQQCAQQCARqwkskkqqqqsLW1hdXVVSpfhPq4tLRE05lcog6Hg+yi3d1duN1uFBYWwu/3I5VK4Wtf+xpVPuL0FbGA7HpkvChQtmg0iu7ubqplqqursbS0xDGDXMDPYi3EPSmd4tOnT3Hx4kVUVlbCarVidnaWoTqC7RDEsySTSWe8traGYDCIjo4ONDc3Iz8/H9FoFNvb21xiWywWnDt3Dk6nk1VleXk5bt++zUteYGYCJBS0iBQCp6enaGtro948FAqxC/V6vcQ1T05OQqlUkiUkfhcZ26rVamxsbCAvLw+Tk5Nobm6GyWTC+Pg4cnNzUVZWBo1GAwDcf9XV1VFtJLhuQRvLz8LhcDDFSUyJ8XgcV65cAQD86le/YlZrUVER/vM//xPt7e0YGBhAV1cXsQeFhYUMP0+n0xgeHkZHRwc+/PBDGiQlG1hGVmfPnoXBYOBnr9PpiNJ2Op1oa2vD1NQUAJBpIzJSEQZIMM+TJ09enMxYscTLzZWTk/Pc8lGv1zOBR9pIkffJLFQCFjY2NrhMrayshF6vZ2UJfN4yShSexKAlk0lsb29jcnKSB1FdXR3MZjPDJaRKPDg4wMHBAVny2dnZlL5Jvujx8TGrS3HwnpycYG1tDZFIhEqKnJwcLhuBzx2M29vbzLlUKBTIz89nMLF8NsDnXPdAIIDS0lLGpvX29pKlIeER0hHJ8hUAwVAS6CKeg7y8PDgcDhiNRhQVFWFvbw+JRALb29v46le/isrKSoayiwGnrq6ODP+PPvoIXq+XKFZh4Uuu5vb2NhUvRUVF7N6ExhcIBFjpnZycwG63Y2dnB5FIhC9qWVkZ05tcLhdisRgx1TLLFrldNBqF0+mE1+t9zgAmGvvNzU2+nFLJisbZZDLB7XbDZrNxGSjjp9zcXPz1X/81YrEYwuEwf2Y7OztU4rjdbjKAJELxWYms5KMKslhMcmI2Ozo6wvDwMADg8ePHWFhYwOPHjxGLxfC1r30Nn376KZHYSqUSd+7cQWZmJqW2sutRqVRwuVx0yZ4/fx6XLl3C+fPnUVJSgnQ6Db/fzwNHdi8/+tGP8PDhQzidTiwsLCAUCqGrqwuvvvoq7HY7iouLEYvFYDAYOFOWLk+InLIzELNcKpVCLBbD7OwslEolTk9Pn8uGFmOVYHilGLpx4wbNk/JZSqxgfn4+PRWHh4f0JAjiYXd3F+vr60ilUtzHCKJaDtH9/X0sLS0xv/e9995j6Lu4ivf29rCxsYGvf/3rSKVSfEcODg4YFh8Oh1FQUACXy4U333wT58+fR01NDXOhbTYbmpqayCsSjpFkL0vORCQSwVtvvcVdVG9vL70UQriU/c3/9Nf/ior+W9/61rW//du/RX19/XMs+uzsbMzPz3OR43a76QyTylKtVhNRm0gkmAcr1D7h4ezv75PZ0dTUhE8//ZSONaEM1tbW0mAi4x6pZmw2Gx4/foxUKkVcgySzS8DD3t4e2tvbYTAYsLOzw9GRZOBKKIPD4UA8HmeCjVqt5s5AMlqPj485S/b7/TTmdHV18cUS7HEikcDBwQHu3LmDWCwGs9nMOXw8HiczRXAL3d3dDI7e2dlhrJxWq8Xs7CwWFhZgNBoxOzsLi8UCg8HAmDw5vKRSn56eJmhOmOIVFRVUYJjNZni9Xo6sROudnZ2NoaEhJBIJzmJFx768vIwHDx4gHA7jlVde4aisvLwcCwsLMJlMUKlU3HmMjY0xjNzhcMBiscD1e0BdMBhEKBRCfX09UqkUPB4Penp6UFFRwWXow4cPUVRUhOrqarb4jx49Qjqd5oxc9NqxWAzd3d1wOBycw+/v79O5KHAveUYEtiU7CZHrulwuyuqsVitCoRCePn2KeDxOh6jIPgcGBqi2yM/PR11dHQwGA2pqahAIBDA+Pk6TXVVVFREQo6OjyM/PR319PWw2Gzo7O8n3F+OceBqkKwkGg3j69Cn29vbg8/mwsbFB1oxgHGKxGMcVckH99re/xcWLF2E2m6FUKmGz2RhCLj//8vJyzMzMwGg0kh4pTnjBN0vxIPkIw8PDWFpaooRZ3heJ1JP33+/3Q6FQoKGh4TlmvEwHjEYjsrOzKV0V459IWk0mE3w+H/77v/8bi4uLfA7OnTvHkHYxPwnz6ujoCB988AEaGxtx5coVBiKJfFs8KolEglx7yWyQvWFmZiYeP34Mo9FIfLhOp+OYemxsDD6fD01NTSwWhPEUj8f/xzz6/xUH/b//+79fu3TpEkMgTk9PEY1GOfvLzc3ljbixsYHq6moyTqLRKGKxGNbX17G5uYmSkhKoVCpoNBoeQMfHx3ypJGjcaDRia2uLI5V3330X9fX1DD6RWD+ZUQqHRnTfQky0Wq00d8nMPpVKYXBwECqVCj6fj/9MFjNyMK+vrzNcwG63o7Gxkfp9AXsJBz8jIwONjY3QaDTUd3s8HgaD3Lt3D7FYDG1tbVQXSLU9NDSEoqIi8qxFbZGVlcWFnt1uRzAYxNTUFPLy8jhycDgcGB0dZRqV0+lEKBTCxsYGLfcZGRk0qrW1teE3v/kNLzM5RFwuF/R6PVpaWpBMJtmJSeDK7u4udnd3sbm5iZ6eHuTn5zMYQsZBu7u7rGYmJibw2WefIT8/n7m8ApNLpVJwuVwwGAxobm4m2EqyBmTpL5TN1tZWNDc3kz6ZSCQwOTmJ119/naH0UmWur69zfObxePDgwQNWowUFBdyfpNNpbG1tYWBgABsbG8jKyoJWq+WlK1+jtrYWMzMzODk5weHhITo7OxlKLRnEExMT5J2IuEAuFp/Ph+HhYajVatjtduTk5JCUOTw8TMTG+fPnsbCwQGzuw4cPEQgEYLfbEQqF0NHRAZVKBavVys6xqKgIhYWFMJvN2NzcRHd3N4LBIEFlJpMJFosFHo+HKAFZKG5vbzMTQYJCMjIysLm5iatXrzLxaX9/H1qtFvn5+bhx4wZWVlbwl3/5l8RaP336lM9/Z2cnPv30UzKGjo+P8bOf/YympebmZkoXxVsyPT1N7INIgeV5FNmnkGxra2sZaKRUKvHmm2+iqamJo1OZABQXF8NsNsPtdmNiYgJms5nvnKDNpVgUyBwAfv/j4+OYnZ0lRNHpdKKmpoapZ3IOSshOeXk5KisreS5KpvTvQ8NfnIP+7//+76/JAz41NYVEIoFwOMwKd3BwkEjara0tzuWVSiUikQj51sKjLygoYI5jIpHA4OAgZ/0So9fd3Y3W1laYzWaGfcsiROZyYtYS1KzY42V5Iy24HP5SzY2OjiIYDGJ3d5cvpV6vJ9FQ4sukspL5dkZGBh4+fIiTkxMYDAZWKhKjaDAYWB0lEgmsr6+juLiYGZbiIZAkeYk502g0yM3NZaD54uIinafS/jkcDszMzBB61djYiFQqxYtWqVSir6+PQR4ul4syO5Ghieuvrq4Oa2tryM3NxdraGu3fu7u7yM7OJn0zlUqhu7sbp6en+O53v4uJiQm8+uqrMBgMqKiogM1mQ11dHbX1TqcT5eXliEajuH79OkKhEF9ws9lMRYqEh+zu7sJkMlERs7KygoWFBS7tU6kUJiYm+HPOz8/H5OQk0uk0PB4PpPgoLCykK1WQ2pIoFIlEYDKZiNGIxWJsuT0eDzo7O3F4eIjW1lb4fD4uhvV6PWMYZU8yNzcHAKiqqoJarYZGo2GUosViYcGQn5/PkZyEv0twtGjki4uL0d/fz0VzS0sL/Q737t1jlyjYa4nuE46/OFnFZyEBGAC4mJeOqqCgALm5uf8vrHU8Hsfy8jKUSiVUKhX9B5FIBOvr67hx4wYmJyfR1dWFpaUl1NTU4OrVq6iqquJSMxQKIRKJkPuysrKCd955B3l5eZifn2esniyVRW2Xm5uLwsJCLnzl5y2UV+nCDQYDVldX8dlnnyGZTOKtt96i/DkzMxOFhYVYXFxEV1cXIpEI/H4/Hj16RIPk1tYWXn/9dezt7XHmLpW54ENkFyhKIRFMyNkiz5eMC8vLyzlq1Ol0qK+v5+ext7fHz9fn86Gvr+/FOei/+c1vXvvzP/9zxGIxaLVaeDweHB4e0nCxurpK6FJBQQG0Wi2qq6sZCFJbW4uTkxMsLS1xhvesGclqteL4+Bi//vWv0dPTwxdGArGrqqowNTVFOJVCocD29jaNRdnZ2bBYLBgcHKTRIjc3F/Pz8/B6vYjH4ygvL4fJZMLm5iZGR0c585SXQ9QJMg8XGJjdbkdZWRkUCgWUSiXUajWOj49RXV2No6Mjjq2Ojo5Y8cpCSavVQqPR0F8gMi/R3opFXi6MmZkZytGKiooQCoVgNBqp9U+lUmhsbKRsrq6uDn6/H0qlEtFoFAUFBdjc3ITf70d7e/tzB6S0/rIcFqei1WplopFOp8PQ0BA9DhLX9pOf/IT2c6nUcnJycHJywovu008/hc/no1RuZ2eHo539/X00NjZiZGQET58+hcPhgN1uR1tbG0c86+vrlIXu7e3B5XKhvb0djx8/JsWxpqaGM/W3334beXl5iEajWF5epupJ/AwPHz5EWVkZvF4vUcwyktrf32eIc3d3N2fLwjaSgyk7O5uz1/n5eYTDYTpIRa8t3BwREpSWljJW0ev1cnkpvJbj42MsLy8zG1mhUOCll17ioaxUKhGLxbC2toZ0Oo1oNIqOjg709/ejpaUFk5OTKC0tZcWt1WphNBqRm5uLVCqF2dlZPjMykhJshEhbBX8toLMnT57AarUSO93X14eMjAxq56enp1noCIohGAzy77/++uswGo2or6/HxsYGCgoKuFeQS6q8vJxLffnaki8tfzYZJ4ZCIWYxm81mDA4O0sFusVig0WigVqspBRbOfzAYRGlpKZV7er2e1EyDwYCJiQkiFOSZElWZ7CAl/+Hk5AS1tbXQarUoLi7G9vY2dDodAoEARQ2yR/zBD35An4nH4+E5l5+fj3v37r14B71SqcTc3ByhTna7HQcHB5Q9Chfj5OQEyWSSrO6HDx/i0aNH8Hg8CAQCcDgc/GBkwSdERNnCi9ZalrySAZlKpaDVapldmk6nEQqFWHkbDAYYjUb+/sIXn5+f55LJZrPBbDbj5OSEOumdnR1qpIUwKO2xvETCsZEXRjqESCRCh6FIP10uF6qrq2nFHh8fZzyaRqNBIBDA3t4egM+xwaI2EvmoGEFUKhUlkH7/50giSYjS6/XEIYgT9MmTJ3C73Thz5gwODg7Q3NxMwJaYP3JycjA5OYn29nYCziQ0RKfTwe12Ex0gc9OOjg7U19cjkUiww9re3iZFEQC6urqQTCbx9OlTdHZ2ory8HCsrK9BoNNjf38fY2BhRuBcuXOAcd21tDWazmWYVj8eDy5cvw2g0or+/nxWSZH8eHh7SuBcKhdDS0gKv10uLvl6vR2trK+fmkle8tLRExYhUdY8fP4bb7UZDQwNnvM/+HqFQiMYmwUoIi0gQ0+LcVqvVyMnJ4bggLy8Pfr8f6XSa4DpxrJaUlNDZKQx42TNoNBosLS0hHo+jp6cHlZWV2Nvb42LWarXSg1JZWYnj42MuNMUtLjC/dDqN+fl5NDY2MuM5lUrh+vXr9KKYTCbqxPV6PUZGRuB2u5FIJBjSnZ+fj+npaUp5KysrkUqliGzIy8ujNLOuro7h6iaTCVarFYlEAsvLywTLiRqmqamJmvScnBwGu0SjUQbQiwJGxpeCRxY6qrx3Ho/nOYOZ+HFEai2KpIyMDCKGRRlYUVFB0m5nZyfu3r2LkZERmM1mOmSDwSB3IAUFBVAoFBgbG8Py8jJjQiUPNzc3FxqN5sUa3Xz729++9jd/8zech0rFLuwO0arHYjG6xCTo+OjoiAu3zMxM1NXVob6+HicnJ2Tc+P1+zM/Po6KiglmwQoQTbbZcAGKckADhWCzGdj6RSHDhJdp0eYlE3y3IYFEPiNJAljFSWQngSariRCKBgoICPH78GGq1mqk9tbW1lMrJ7ynGIFluCsPcbrcD+ByW5PP5EA6HkUgkkE6nOcYQnb7gfSWppr+/n+MSyewUQ1csFkNlZSUCgQDm5+epeGpvbycxcnx8nNgA2QE0NTWhoqKCM8eTkxOUlpairq6Oh5Koho6PjxGJRFgh3rhxgxXs/Pw82trakJWVBaPRiKamJkKgBI9RWFgInU4Hg8GAhYUFlJSUEKol3oqMjAzU1NTA7/dTlllSUsL0L7VajRs3bjC5aH19nXmksguQrlOj0TAjeG5ujgtMCZER5ZT4NGRBX1lZCbPZDAAMuJifn2elF4/HiQqQfARhKCkUCszOzmJkZISekIKCApSWlvJQq6qq4gXT29uLs2fPQqvVoqysjKH0fX19ZK6/+uqrUKlUTFFrbGxkRvPGxgZOT08J28rKyqKG+8GDB6irq4NCoaD+XTwNW1tbdA63trYyW0CkzxsbG5RmlpeX83l1uVxoamoiEE9YSZI7kUgkMDY2BvPvQ4iEpnpwcMCDOzMzkyau8vJyTExMIBaLERnd0dHBpLrFxUXYbDYkEgl2ViMjI4zGDAQCDDkXtIQs5uvq6hAMBpGRkYGxsTHcuHED8/PzKCkpQUNDAwCgpKSEaIxIJMIl+uTkJHck8nulUin6VCTgvrKyEj6fD8FgkB1WWVkZ9fuRSARDQ0MvzkH/gx/84NqXv/xlLmBVKhVbk2QyiVAoxDmz1+vlwtBut+OnP/0pvvKVr9Al19PTA41GQy68Wq1GPB7H0dERWltb+c9GRkYwPT2NxsZGRCIRlJaWYmBgANFolOEgKpUKY2Nj2NzcZPslEWFy6IZCIeTk5ND8JFZxUc/s7e3hzJkzyMvLwy9+8Qv4/X5GiRUVFcHj8UCr1UKhUMDpdMLn89HBKGodya1Mp9OcqysUCkxPT9OlK+OTZDKJmZkZrKys0IhUU1MDl8tFdKtCocDo6Ci7BDEZSYze8fExtFotNjc3Ga8mTPvl5WWmcGVlZTHmLj8/n618Tk4OCgoKuCcoKSmhP0FYRWK3l1HJ8fExhoeHEY/HMT4+/pzR6tKlS9jf3+eBK/LMWCyGQCDAC0ScwvJ1ZWEvUsDl5WWEQiGMjIxQBltTU4O6ujpKAKUjEhCWuEWlqtZoNNDpdFhfX8fGxgY++OADOJ1OclJKS0tx7tw59Pf3o7q6Gnt7e/ys2tvbkUgksLKyguLiYmxsbFBFJkKAZ8Pov/e97yGVSuHx48doaWnh3qq3t5ffUzqdxurqKlUuguno7OykKsblcnFhurm5iampKUQiEXR2dqKtrQ3BYBBtbW0YHx9HTk4OhoeHiewWE1cgEGAnenR0xGxgSY36zW9+QxRINBql70XkyDIKkYjMK1eucO9kNptht9sxPj6Ot956i8E5IpoQtIXo4WU/IHgIAbzJMyFCg/z8fOZGC/Nqe3ubi3GTyURuUlZWFnw+Hxfw4vUYHR1lkeVwOGjMkz3KzMwM7t27x9jEtbU11NbWco+zs7ODUCjEObx8fnNzc8jLy0N7ezsKCgowMjLCA14kzcXFxeROGY1GQtZkt1NXV4fr16+/OAf9f/zHf1x77bXX2BKmUinGxUk1KOAlq9VKxIFKpUJXV9dz6UcAuKRKJpOcacvyVFJj5N8xGAyUaYrmvaqqCnq9nvyTuro6LiNF2y2AJ1HiiElLCIMGgwE3btzA66+/jsePH6O8vBzDw8PY2tpCdXU1mpqa6JAVJohCoUBhYSE2NjbYZeh0OhQXF2NqagpNTU3IzMykm1X07DJ+ktHC5uYmwuEwl3AACNcSo1JFRQU3+CKXKyoqIpdEAooBEG2sUCg4R9Vqtdjf3+fXNxqNjLY7ODhgvKPb7UY0GuUITPYO6XSaC1q1Ws3MToPBQJaLRAsKm0ZcuhLAHYvFeKDJX8vIRHTbMhKT8GVRsLS1tdFfIS+2zN8PDw8ZNi0pSLIrEUu90+lEaWkpzXsSiPHWW28hFotR/bWzs4O5uTm0t7fDYrHA6/Xi4cOHaG9vh9FoxMbGBu7fv09MdTAYhMPhoBRX1Fo6nQ7Hx8fo6OhASUkJXC4X+vv7YbfbOZKUhWgkEqFWvLi4mK7yjIwMuN1ujlFEJCBdbSqVQk9PDzEaKpUKq6urpMDGYjH4/X5W17J/ycvLw927d+Hz+dDZ2aP2hhYAACAASURBVEmHsE6nw8DAABPIng0u2dnZQTweZ5qSaONLSkooGXY4HPjVr36FxcVF9Pb2wmg0orq6GoODg6itraW02ePxIBgMcuxTWFiI2tpaJJNJmqpSqRQzLdRqNY1lx8fHOHPmDFVOqVQKR0dHsNvt2Nvbw8HBASKRCDNcATDTd2pqCg8fPuQCWGizsu8R7LN4LyRAJJVKMRNZIHejo6OoqqpCdnY2AoEApqenYTKZMDs7y2dW9ncSR3pycoJbt269OAf9t7/97Wu9vb0AQPMRAOacbm5u0vgkyxZJWJIRgFTlYtFOJpNsbaXllG28BI9IG6/X6xEIBLCysoKenh5eHAIRKy4uRmFhIcbGxihhExNQKpXC3t4eowClNROds6QGDQ0NIR6Pc2ZYUVHBA09YPktLS9ja2qLmuKWlBevr6zyUk8kkX2DhvDzrI5CuQxZCu7u7ODk5wfT0NMrLyzkLVSqV/IwE9lRfX08JpSgUsrKyUFxcjPLycprRZNYOgKgECai2Wq1UaiwsLDAdTOb3DQ0NGB0d5QshC2gxVkkwiZALhRq5v79PfISkLMViMQZmS+V9cnKCkZERSihFRSQXR2FhIbRaLdHEYu6Znp5GPB4neVGokYeHh4yXk6AVg8HABd/JyQmrO/lsDw8PMT4+juzsbDQ3N6OiooKQvfr6emKMpSB47733eKCI1T4rKwurq6sMeS8uLkZnZyeMRiNisRhOT0/R29vL0ZW4rWV/EIlE2DH6/X5+HqIgEvmx1+uFyWRifsJnn32GCxcuIBgMYnl5GSaTiYKGxcVFOkeFNru7u0v58eTkJAmOarUaNTU1yMjIoNTQ7XZjYGAARUVFxHBLKHhNTQ10Oh3fz8rKSjQ0NCArKwtDQ0NYWFhAS0sL4X8//elP8dprr5HOKsKIg4MDdo9ygN67d4/5EaL2km5VoVDwbBCEwdraGk2UEpV44cIFaDQalJaW4vvf/z6++tWvEtMhSkBh+GRmZuLs2bMIh8Nwu9149OgRFUAGgwEGg4ELWjGM5eXl4aWXXiKI8L333sPOzg46OzuhVCoxPT2NSCSC6elpbGxs4OWXX2bGwZ07d16cg/7f/u3frgmkrLKykrf6s0hiCUuYnp7mD2h/fx9Op5MZldnZ2Qx7log8YTmLDC0zM5N5pcLxVqvVGB8fh1KpRDKZJH3y0aNHuHTpEpHDADg3VqvVDK6W9CqdTseZvtvtRm1t7XNh1SUlJTQrCVcknU5jbW2NL/be3h6kuwkGgzCZTNSO37lzB6enp5RlycJUKvLc3Fy29+l0msHV4glYXFwkQVE01eIgtdvtiMfjGBgYoLVbsm/z8/PR398PjUbDbFBx/4qySBZQskzMy8vjbiIvL48GNlEtiHt2aWkJxcXFKC4uhtvtZuC5qI6CwSCTioTbsry8jLKyMn4ukkYWi8XwyiuvYHV1FdnZ2VQm+f1+ppPt7+/j6OiIM23Jgt3c3KR57FnjVCAQQFtbG6tcgYnJ6Gd2dhalpaUMxBHmUDKZxJtvvsmO5fz588QANDQ0YGtrC263G62trQgEArh8+TLm5+eZxxAMBum0FMnm2toaRkdHcfXqVV4sEkEpDl/xWSwvL1PJI2A+2XHJgl/gZMJkl32KjNV8Ph9hgE6nE1euXGHHIDm58jmUlZWhrq4ODoeDyqiJiQmOa7KyslBSUkKd/82bN5lDkUgk8OMf/xhVVVXkA8mcXfwk0l3LIl1GQiIy2NzcZMBPfn4+5auy0xLHtPyZBRYo0DtBmxQVFeHs2bOw2+3o6+vD3Nwcv7+SkhK69/V6PbHWIyMjzHeWUeXMzAz9Gmq1GmfPnkUkEkFlZSXm5+f5PEsQihRX2dnZWF5exl/91V+htLQUKpUKk5OT2NzcRFZWFiwWC+bn52EwGLC+vo6BgYEX56D/zne+c81isdA4Ia5NMUQJL1xabal6vF4vpqennwsTSafTRBnITSpqCrHIJxIJVFdXE0Mg/xNdfm1tLe7du4fOzk7E43EEg0E4nU7OzcTSLAqWgoICSvfef/99NDU1ITc3F3q9HhaLBcDn/G2tVkvqo06nQ35+Pg4ODjA4OIitrS3Ok+XiaGlpgUqlwvLyMjweD1UukoGq0+mIMpWvFQqF8PHHHz+HSBZLvej9BfFrt9t5QIp22O12Y2xsjEC3goIC7Ozs4He/+x3effddnJycIBwOQ6vVQq1WU3kgIwaFQgGfz8dA7Ly8PBrPZBnp9XqxsrJCFYxkmgoOVqBlsiCULkUC3G/fvo2cnBxoNBrq12WGm52djYmJCayurjKQRvwUcjBK8LRKpSI6WkBmYquX709s6aJOSiQS7HRu3boFvV4Pu91ON2xHRwcWFhbw7rvv4uDgAA8ePIDJZGKAdW5uLhoaGnB8fIzR0VH8yZ/8Caqqqohbbm5u5qEkNn+ptH/+858jEAjg9PQUzc3NfObF0fr++++jtraWucQC/JLLtrCwEB988AHpoJWVlcxLdjgcAMB0p729PSppxsbG8JWvfIWpagaDgdiNRCLBy0zC0EOhELRaLTXln332GSoqKmC321FbW8t0uFgshkgkgpOTE3R3d3PZLYwoCYmpqakhA0jGICsrKxxHycg0HA5zFCUhPOIgF+FEOBwmrE+MVL/97W+5f5GCUOTYOzs78Hg8sNvtePLkCV27Y2Nj3AXs7u7i6tWrUCgUuHz5MoUYJSUllNNWV1fD6XTCaDSip6eHI00xx4kiKRqNwmw2Izs7G2tra/jhD3+IL33pS0zey8zMZEGalZX14unoZdb6LNFQZtDxeBwPHz5ETU0NTCYTddrCjJZfwo4QXEAgEEBLSwvhaOPj48QIn56eUnMfCARgNBphMBhQV1fH+LPV1VUoFAocHR1hYWGB1cXIyAgTZcSkIxAzqXaampoIy5qfn0dBQQEaGhoELQq1Ws2KSVydBoMBDocD6+vrbB1XVlZgsVhQW1vLkJOCggKaLyQYQtjts7OzcLlcvMxE5iWqFJlDygy1oaGBrsGhoSH09fU9B+ES3b9EOspsXS5fqVgUCgUDzaPRKADQXCZJSqL/lYd1YGCAnPF4PI6DgwPiXM1mM8LhMKqrq+lv2Nvbw4cffgilUomenh6cnp5ieHj4uRBzSViqrq5GOBzG4uIincRbW1tE5so8VBRYwuARw1coFKJCSNySra2tdNQ+efIEhYWFaGpqYgiN3+/HwMAAD+qWlhZsbW3B4/GgqakJm5ubqKurw/HxMZRKJTweD46OjrC9vU06pCg1XL/P/83JycHly5dRW1uL27dvQ61W4+2330ZWVhaBXJubmygrK4PVakUwGERFRQWfp5GREV76e3t71Kt3d3dT1ru1tUX5bCKRwMbGBsxmMzQaDfr7+1FSUkIyo6jV1tbWsLOzg5qaGgwODqKnpwfDw8PIyspiVR6LxWCz2VBSUgK73U5+1fLyMlwuF12fY2NjDJ4RJIHFYqGyyOVykVip0+mYeGU2m1FVVYXNzU0iAc6cOUNSp5BEAVAKLV18aWkppqenaUK02+1QKBRoamrCyckJotEo3G43Z+E5OTk4ODggXEwc1FJ8yQUrP2chyMp7Fo/HkZ+fj/X1dUxPT+Px48fsere2tlBcXMxQeNkXCmY5FArBYDDQ7W3+PS//8PAQU1NTL85B/61vfetafX09rc42m41ytv39fdy7dw/t7e2EJqXTaeZ+io5WUniOj4/hdDqpbKmursZPfvITFBQUUCIYCoUgHcT29jZ5OqFQiJzw09NTTE9P80E5c+YMFTBSqdTV1UGj0ZDlLpt6k8mEjY0NVkDSfhcUFOD27dtIpVKw2Wy0aM/MzGBzcxMmkwlOp5MaWcG5ioKguLiYOac2mw27u7scK0neK/D/LIPi8TjBXIIgfvz4MQNSZCEn0rjp6WlWXm+88QZHZMfHx8jPz6dELpVKwev1Um4mmAJxMUqAy/j4OFG57777Lvr6+uB0OqkU8vv92NraYttvNptRUlKCoqIijI+P4/79+zSWCc5iZ2eHmndxI1dUVFCDLCOlzs5OZGZmUooXCAS4xLPZbMxnPTk5gcfjQWVlJUwmE15++WVMTEywA/P5fJidnUV9fT38fj9UKhVmZmaohBKdtfx9Mal1d3dje3sbN2/epGPWarWS1rm4uEgTlHRCbrcbf/EXfwGFQsFcBIFqyXtRU1ODM2fO8MCVvFOhU05OTkKlUtHxLOqy3NxcWK1WShiFy5JOp+Hz+WCxWPDgwQMG4kghYrVaUVlZycNHHK5yWUmMoqhYFhcXcevWLWxtbXG0OjY2xt1Afn4+gM+9HQaDgSqdqqoqLC4uoq2tje+uBPY861BPJBI4OjqC2+1mR7i3twez2Yzy8nKmcEmurqj3pFqX91mr1WJkZAQDAwPQaDREDggsTHZEGRkZ5FNZrVYUFhZSkbW8vMzkLAEdnp6eoqWlBRaLhQE7opwaHByExWJBX18fRzEyNhVjpVqtxscff4yenh5kZWXhd7/7HSKRCF599VVGb4poIzs7+8Ua3fzLv/zLtVdffRUOh4MSupKSEgSDQZqirFYrs0dlw3727FlUVFTQFSfjCQnEMBqNODg4wEsvvYRQKAS3200bvszv8/LyMDg4CI/Hw1ZZ5oMSLyf6Vqnum5ub6YoMhUIoKCigHVqj0XC5ODw8TJmYdCvCeR8cHMT58+cBgKqic+fO4c6dOygtLUUwGERLSwtNUxK2LBLU09NTznAF9ia+AaPRyBQsYYDLLNjtdqO4uBg2m41QNZPJxDmkYHxlx5FMJnFwcAC3242Wlhao1WpMTk5ienoamZmZdPEuLi7SyCEmH5vNRiBaRUUFGhoaYDKZMDc3h8rKShgMBmIQRPUgh5IYWba2tuByuWjmEkxwTU0N9wtCqwQ+zxIeHx9HRUUF+vr66P6U8AadTkeipSxYBWWxvb1NXEN9fT0vuaqqKgSDQV6uzc3NnJ+KimhtbY37HJvNxgW4x+PBF77wBSwtLUGn08H1+8AJmavLbLmrq4vGNqVSCb/fTyfu7u4u3eEiJxRJr5BKY7EYPvnkE9TX1zMUW3Je5ZmQdDPJJxZV1EsvvQSNRoPJyUlEo1F+7zIKFSS1GLxkdyIXhggdXC4XZmdnObqTkB35PsLhMBfb4oqVbOhgMAi1Wo319XXo9XrSIKenp7Gzs4P79++jsrKSh7aMrCQ0RYJ/xsbGeOHL/4smX0YkJSUliMfjzIoNhUIMfi8sLMTdu3cpspDMZLPZjGg0isLCQlb5MgpWqVRYX19nYt3w8DCSyST3J1tbW9TBi3JGPByyg5MAIMmwkEWtJJOdOXOGl6uIPkpLS3Hz5s0X56D/4Q9/eO3atWvY39/H7u4uSkpKODOVVkYojrJQycvLo1U4MzMTGo0Gq6uryM/PZ1tXUFCA8vJyGieEzSL64tPTUyQSCczOzqKzs5PZrYuLi2y5hIO+sLDAl1tmhTMzMwgGg6zAZRaYkZGBtbU1AJ9XDhKIMD09zZmdLD/tdjvdgYlEAqFQCHV1dWhra4PX62VEoSBTxXi1sbFBnbksGQ0GA2ZnZwlfkrmySEVlAWSz2XB4eMiZtahfJMhZFAhCoZRllsTZ5ebmsrITtYuEMQjTXA6aiooKnJycMLRcxmjCWKmvr4der8fg4CAODw/hdrthsVig1+v5sMv4SCpwo9GI1tZWylzD4TDRxdKZ3blzh0tukY1KhxiNRjkTlU6nv78fWVlZ6OnpYdfi8Xh4oLhcLtTX1yMYDDKOUNRY09PTdECvrq4SUyC8ogsXLmBhYQFZWVk0HglZND8/n/+umIfq6+vx6aefsiKtrq5GIpHAvXv38NZbb0Gn09HZCgDj4+MkHAo6QnZQgqgYHBwkO15GCtvb26Qh5uXlEUMtyq7Z2Vmmt5WWlsLn8yEajWJjYwN+vx8XLlzA2NgYotEowWiJRAJzc3NIp9MoKCjAO++8Q8qrEGdHRkaIII9EIuyGxVV8dHTEzravr49YBavViv39fSQSCYyPjzNTVcaHWq0WZrMZ8/PzZPssLi5iZGQEy8vL9EiIeUyCvGU0JMompVIJ4PMu/ubNm7Db7cjNzaWmPxqN0sDmcDiQlZWFgYEBaLValJSUYGdnh+TXw8NDGI1GptW1trZif38fV65cQW1tLQuheDyOe/fuoby8nE7pe/fuoa6uDtnZ2Xj11Vc5UpJnPicn58WTV37jG9/A4uIiI+n29vaYRXlwcEDWdDweR01NDVQqFQKBAHJycogENhgMSKfTcLvdUCqVyMnJYaqSWq2G0WgkvkAeZjFZZGRkwGQyYWJigmEQwvTe3NxEMBikY1CQuktLS7Tz9/b2oqqqCkdHRwwYKC0tpQxNAEsS7CAQKtEhz8/PMwlIDojCwkL4fD6qd8RYJAHeYruXxKi5uTkoFApcvHjxuQN3b2+P6iBJcdrY2KABTCzcGRkZMP8+1FrMJNIpSOcgBimHwwG/3w+j0Qiv18uDuqOjg1mzInGTn8/i4iIj8QwGA5xOJxobG7lIljShZDIJn8+HpaUlKnokmCMnJ4cvvFRlIi0VwqjX64XX66VE9vT0FNXV1RyD7ezskEsvCAkZg1VVVRFFe/fuXdrkz5w5Q4dqY2MjotEo5ubmsLu7i8bGRlitVkSjUdhsNuzt7SEej1Phsba2Rpu+5OaKuSsnJwfb29tQqVR48OABXnrpJWRlZXH3Ih2s5B9Ho1HidWtqagjQa21t5WLP5/PhyZMnUCgUWF9fp++hqKgIVquVmQbxeJz8fcmxlUNuaWkJy8vL8Pv98Pv9WFhYQHNzM1ZXV4kfjkajWF9fh8vloh69vr4eR0dHOHfuHHp7e1FeXo4f//jHlHseHh4iHA6jsbERPp8P9+/fJ7BQRAPSZR0dHWFtbQ0ej4cLcAGeRSIRBmxHo1GMjo5idXUV7e3tiMfjcDqdWFtbQ1dXFzIyMrC4uIgvfelLFHJkZ2eTXSNF3WuvvYby8nKEQiHYbDZsb29DrVajvb2dBaQ4mSVWMZlMYmpqCjMzM8/tJKSQCAQCqKiogNlsxv7+PqcD4obd2dnB6OgolpaWcPbsWVgsFrjdbrKVxCNRX1/PcCO3281u/caNGy/OQf9P//RP177xjW8gHo+TzyGMk6WlJabFS5zb4OAgZmZmqBvX6/XIyclBJBLB6Ogo5ubmGOsneZANDQ2sxiVZ5vDwkAEHR0dH5GgUFxfj9PSUkCJx0oqOvLm5mQaTlpYWOBwOVomBQICGit3dXRQVFcFoNJJrI/N2qUyMRiPy8vI4Y5Y5opg57HY7VTYyo3c4HAQpHRwcUJ4lyFd54YVxL1VBYWEhpWsip5NDVebjYvcuLS2F0+kEAM6Y+/v7GQsnFVkymaTOubOzk13Z8fExl92y1JWXQl5m0SEDYFi2ZKzK0tvhcECv1xPKlkwm+TzIwRkKhRCPx2Gz2ejCFNicfO26ujouyQV5nU6n8fTpUwBAIBDAlStXcPPmTezv78NisWB7exuNjY10PIseW8YqmZmZmJiYoC4/FArB6/UiFouxQ9rY2IDdbme05ebmJpRKJcbGxjA0NIRAIICOjg7odDrijbVaLSYnJ1FeXo6srCyqS8RPMTExQY37szA8GeOIM1UMcdIBu1wuShKdTifNbjLbLyoq4mizqKiInhWRDQoHXVAldrsd5eXlaGpqgsPh4HMrhVg6neZzfnR0hMHBQbhcLnR1dSEvL4+fYXZ2Ni9sGW1KQIkkdWVlZeGLX/wi9Ho9vve97+HNN99kITcwMAC32w2TyYTV1VXC+2Ts6vf7ce7cOV6uo6OjZADNzc3Bbrfz+VtZWaFY4tatW9zlxeNxrK6ukvcjKqqf/OQnWFtbg8lkQldXFywWC3JycphNLZJRAQ0qlUrcv38fVVVVaGpqgtfrxUcffUQzV29vL0ml4pqWEJ69vT0kk0m+37u7uy8W6+ab3/zmta9//esMBzaZTEgmk6itrSXFTcInxsfH8fjxY1Zt+fn56OnpIcAqlUohNzcXWq0WfX198Hq9eOONN8hG8Xq9cLlcaG5uhlKpxCeffILa2lrG+gnLOiMjg+HA6+vr8Pl8VHQ0NTXBYDCQ1y1Vj4QIiytzZ2cHFouFc0IJ2xaSoyT6ZGRkkJEjyxaJgZOloIwfIpEIRkZGaJgQU0dTUxO6urpwenpKuNSHH36Iq1evYmZmBgAwNTVFeZqwx5eXl2lUUSgUWF5eRmFhIUpLS1FUVEQjiKRsVVVVscIXN6AoeTIzM3koiVIBAENUjEYjw8PF7Tk0NESSoLib5bOR7ABBGoueXIK8Bd4mIDj5+UurL3JInU6HsrIy7lkkBk+43uJsVigUAED5aH19PQDwopL8XekI9Xo9jo6OUFBQgJs3bzI9qLi4mEYfh8OBsrIy2Gw2rK2tMVf32bB68UBsbW0R2/AsOVF+BoK0EGXI4uIiCgsLYTQaCTeTUcavf/1rJppJxN729jbVHhaLhajd0tJSVFZWIjc3F263m3RNcYnKaFFMZ2Jei8fj0Gq1ePLkCTXsR0dHpJgK1bOhoQHFxcVk33d1dWFqagp9fX0wmUwc04q89N69e2S+GwwGVFdXo729Hel0Gu+//z7+4A/+gMa1YDDIP7vP50NRURHm5uZgtVrR29uL9fV1DA8P0w0dDofJrhobG0NDQwOePn2Knp4eJBIJngO1tbWIxWK4evUqEokEHjx4QOGFZOpmZ2djdnaWGOWamhqOLLOysvCv//qv0Ol0sNvtcLvdjAqV9z8/Px8FBQWora19LrJRZNDSCWdnZ6OyshKjo6M4PT1lF3N6eopHjx69OAf9P//zP1975513qMkWaFZWVhb10cJ6keWEvAQnJyc4e/YsF5JisIlGo1hdXaVKReRdfr8fbW1tAIDJyUneqmfOnMHu7i7Z7qI9lpBwYdp0d3fj6OgIqVSKAK/j42PMzc0hFouhsbGRzjpJgpeNfyAQQENDA/R6PRddz+IPxJQRiUSwuLiI4eFhukLFUi+2erVazRHIs1V4JBLB8vIy/vAP/5AtaUdHB1ZWVhCLxShPbWhooJ49GAxibW2NYSFy8UxPT3PkUFBQwANTRkd6vR7z8/PUGctoRKVScSRUWFjIGfvk5CSxtPLZCn65tbWVIyatVovd3V2sra09Z9wSaZ7RaOSobXJykstuhUKB/v5+5hV0dnbSAr+yskITmcQqysUKAHfu3IHX68Xbb7+NUCgEu93OjiovL49SWEkFkq5FhAECVBMZnhxsbW1tKCgoQE1NDTsV4Q4lk0kMDg5idXUVk5OTRNaenp7Sb6DX6zE6OkoJroR53Lt3D2NjY2hqaoLT6aSAobCwEBMTEzg+PkY8HkdZWRl3D06nE+l0GlevXsX+/j4mJibwySef4PDwEHfv3kVbWxu0Wi3loTLeE7+IdFMOh4PERZ1ORxesz+dDRUUFBgcHkUwmMTY2hqqqKo7ViouLcfHiRaJGxAsyPT2NJ0+eIBgMora2FuFwGBcuXIBer0dNTQ1Hslarld3F/v4+BgcHEY/Hsb6+DpPJBJfLhQsXLnAcNTU1BY1Gg4WFBaTTaVgsFqTTaXz88cfMnD09PUV3dzcAcLEuwS2CHRBjnzCg5NlOpVI4c+YMHfY5OTlc3Mse5FnCbHZ2NjY3N5nRK92M7BJbWlqoGgqHwygpKaGQICcnh/ho4WFVVVXhww8//B8d9Fn//x/b/99/KRQKtvjyjUl7IrKnhw8fUmJ1eHjI/FORfYXDYRQVFSEcDlNT3N/fTyia5Kvq9XqEw2GEw2FW6RIr1traivn5eTQ3N1Oitru7C51Oh8uXL/Nlu3HjBqqrq9HR0UFQkrRs+fn5nMlLQpbH46FO3Ov1wmw2w+VyobCwEFarFXt7e9Dr9bxMotEoRwZZWVnweDwAQGCYbN9loSefhYRNezwehMNhAOBDUlJSQqVROBwmGEyctZFIBE6nk+Hk0WgUHo8H0WgUgUAA1dXVyMjIgMfj4Z5DDj95IJVKJcdFkqVZUlJCFY50PFLxyCxXeESy4B0cHOScWrj3Ho8HJpMJJSUlXCgmk0nMz8/T1i7MFqvVyhGdhD1nZ2dTaimyUpVKhYWFBTx48IBz+/feew+tra3ks8jPVKVSMYlInLiHh4coKyvD5OQkNd6xWAyDg4PIzMyE1WrloSEaabfbjba2NoyOjlLRtL+/j4yMDLz88suoqqqC3W5HOp3mEnRwcBB7e3usQLe2tggmE/SBz+cjtthms3FHIBJBAOju7maoxfe+9z2arzweD/7sz/6MnYQgvevr67nAXlpaIpZZgHniSBUwndBQBc4lOy6n04mqqiqMj4+jvr4e09PTBBPKonFvbw8ejwfXr1/H3/3d39FV29jYiIyMDOj1ekxNTaGoqAgAyMiZmJigg/ydd96Bz+dDXV0dDg4O6LF588032bUvLy+joaEBKysrWFxcxNraGpLJJKqrq5kLIfsESakbHR3F1tYWOybpcDY2NpCRkYHm5mZyfBKJBCKRCI6OjtDV1cV3Veb3T548IfpBOP+SYGc0GuF2uzE1NYVUKoXOzk7U1NSQ/6XT6QAAT548Ybzj//TX/4qK/rvf/e61t99+GzqdDh6PB+vr61x2/OY3v4HP50Nrayu6urqgVquxtbVFBs2lS5co5YpEIsTOiuW6rq6OCz1xC4ojze/3kzQpLXxeXh7nlGI7lxDnqqoq3Lx5k9pe4HMej0ajQVVVFS3MmZmZiEajDGiQ/YHRaITdbsfq6io+/fRTFBUVMddUlBRqtZqHpvDyZdavUChonZdKQSRrGo0GTqeTNusPP/yQh4kA3XJzcxGNRlFeXs4xy8bGBqxWK80rAiM7Pj6G1+tFS0sLRkZG0NHRQQWTVquFSqWC3++H2+2G1WqFSqXC9PQ07ty5g6tXr8JkMlHVBADpdJq0weHhYRriBcKzBAAAIABJREFUxNwk7btUv+JcnZmZoUNWOrmRkRFUVlbi3r17uHTpEheTAwMD1LALHzw7Oxutra2IRCJctMrnIAREkWDKaEbCmHU6HU5PT+H1erG5uUk+EAAMDw+jo6ODjk2PxwOz2Yz3338fHo+HHKGCggJUVFTQOe3xeFBYWIiGhgZG8kUiEVRXV7P6l+41kUjg4cOH6O/vJ1unuroaxcXFlOSKNj0YDGJ0dBQ2mw0+nw/b29uUbD5LgJQRaGFhIVZXV+lP6OjooHJM5IISlym5BWIQk+o+Pz8ft27dwsTEBOWrS0tLCAQC0Gg0aGpqwtOnT1FWVkY5pdPpxPr6Oh4/fgyFQoGzZ89SpVRWVoaWlha6m9fW1tDd3U2TklqtxtLSEvb39zE8PIzXXnsNZrMZc3NzDAXv6+tDQ0MD/QHCeBLuv9lsptBBSKRarZaFDwB88sknXPjfvXuXZFgZwwlrSlQ8AFBRUUFRgXgjRLShVCrJODKbzVSjiZxUMjDcbjfS6TTm5uaI2X5WSAIAH3/8MY6Ojvg1XyjWzbe+9a1rf/zHf0xkKAC2wUqlElarleYUYVjX1NTAYrHwwBJzhYQ5e71ebqcFGSwsdlFFiJutqKiI9nfJll1ZWUEoFMLQ0BCGh4exurqKiooK7O7uoqKiAkajkQ9gbm4uI9O8Xi9norKIkkWkIAOE2RKLxciDt1gssNlsWF5eJjdGdg0yy799+zZdoAI7k9ZPqv3fp85gZmaGNvKzZ8+SreN0OnnAiGnDYDDAZrNRFibLa5mrHx8fkzETCoUYfbe3t4euri66l6XqPXfuHCKRCHQ6HccIsqxWqVRchMleQBAFwhSvqamB1+vF+vo6wxx0Oh0pktIGy/Jc0pzEGSlIiq2tLc7d5dDNysricjcrKwtzc3Oora2F2WzmxTwyMsL9S2ZmJnw+H/7P//k/mJmZQW1tLVpaWrC0tAQAdDf+0R/9EY1W4kSNx+Mcc8huQ3J+ZRm8vr6OL33pS1RiSWLS8vIyTT9LS0sIh8PQaDR45ZVXaH6am5tDb28v/H4/Hjx4gMLCQiaWSSEkUk5h0uzu7sLj8VCJtLGxgdLSUs6GJZLzk08+gVqtRkdHB+meCoUCRUVFhIdtb29jamoKx8fHaG9vp+/B4XDA5/MxB1dyJaRKPz4+RltbG/+ZHFqHh4cYGRkhqbK9vZ1SS4HNSS6yjCBTqRR6e3sRDocxMzPDub1Wq8XHH3/MsZOoykSG29nZySCgxcVFjqJEPnl4eAi/30+e/vr6OgUQAPhMCkfr5OQEJSUlDFuRlLuNjQ2Mj4+jtrYW2dnZyM3NRXFxMRfV169fx8LCAr0k8XgcZrMZdXV18Hg8cDqd1OQfHh7C5XLh4sWL6OrqAoAXS0f/X//1X9feeecdyqgE5VlTUwO1Wk02zPz8PBeTRUVF8Pl8nKMplUpUVVVhd3cXAHD79m0MDQ1hZmaGFvXc3FzOB4PBIFkeEtsms0mBHoVCIYyPjyMWi+Hw8BCBQACvv/46U+XT6TR+8YtfIBgMoqenBwcHB9jb20MsFsPi4iKePHmCxcVFmM1mJkbJWEej0cBisdAJKmEjs7OzNEoJKraoqAiRSIRArtLSUhwcHKCwsJAMe9FvG43G59p6MRPV19cT8JSTk0OtLgCUl5dTjieoY3GdCu9GxjB5eXn4+OOP4Xa7cf78eY7Cdnd3odVq8dprr+Ho6IgXZjgchtPpRCKRYHCyAOsyMzOhUCjwy1/+EiaTCXV1dbhz5w4D1JeXlzEzM4PV1VWYf58JK4gMCewOBAJYWFjA5uYmzpw581zMnRyyMzMzWFpaQnNzMzskwV6r1WpSH4W+efHiRbS3t+P09BT7+/v46KOP6Mju7OxENBrFrVu3MDo6itnZWZSVlaGqqgp5eXk0PZWXl6OjowMFBQVYXV1FMpnEwMAALl26hNraWqRSKSwtLZFCqdfrsb6+ju3tbfj9fnz44YdcPlutVuzu7uLll1/GrVu3KJWVgGgxGNlsNo5AhbPv9/uxs7NDl+38/Dzq6+thtVoxODjIsHFBdws5Nh6Po7u7m1Z8Ibnm5ubipz/9KbMNLl68CLvdzo7D4XAw2CMrKwvj4+Ow2+344IMPqBuXfAfZu5SWljKQRELNq6ur2bkKPEzUVS0tLXj8+DHHP/39/exIRL2WnZ2NhoYGGI1GpkEJiE3Gw/L7iwqqrq6OxNu1tTUsLCyw2haTk6i5JHkrEAigsLCQwDhxkHu9XhQUFDDoqKmpiXnYEsIjcYsHBweE9N2+fRsHBwd44403cP36dfT29sLr9aKnpwcPHjxAW1sbu9sHDx5gdnb2xTnov//971/7+te/jry8PEbcybJRqjrRlgp98ebNm1AoFKwO5TBPJBIYGRmhplxGNBaLhTZzs9mMtbU1tLS0oKCgAIeHh9je3qauXKVS4fj4GDs7O0xUkpv7y1/+Mvr7+8lddzqdKC4upsJD7OBut5tyR7k81Go1SktL4XA4sLS0hLKyMszNzWFmZoZ7CYnBk85DWnhZOokOuLW1FS6XC+Pj45zxnj17FgqFApFIBMFgkNX6lStXeKGJ9NBoNGJvb48Ho06nQ19fHwFj9fX1VKJIQEYikSBWtbGxkdTM9fV1Si5F8hgMBinlfNZUJnybq1evIi8vD7Ozs7DZbJypn56esvO4c+cO9dTxeJyaaK/XS1u50DX9fj+uXr0KvV6PmZkZNDQ0oLW1lSHZPp+PexLgcy7S6ekpWltbkZ+fTx4/AAwMDHB0JzNfi8XCEIiFhQXybxQKBc1JTU1NCIfDNBE1NjaygvR4PDh79iy8Xi8vu0AggA8//BCJRIIjBQl37+3tJfzr8PAQV65cweLiIqanp/HOO+9genoaVVVVsNlsPOxl/CUu0N3dXWRmZgIAzVfJZBIej4djwdzcXJjNZty7dw+pVAqjo6P4whe+ALfbTVOfZBT86Ec/gsFgwPT0NAmKOp2OQTJyAcXjcSwtLfG/E6mtxWLhqGptbQ0TExOMDhXOVDKZRHNzMz777DOoVCqcP3+evCaVSkXXrtFoRFlZGYaGhpjqJb4aQRVUV1fz8J+ZmYHb7UZzczOqqqqwvLxMH0Z5eTnu3r3LUaKo+VwuF3Q6Haqrq3Hr1i1ijiXnQTwHOp2Ofh7h7adSKX7eubm5uHHjBvr7+9HV1cXnW6PRwGazob29HeFwGMXFxXjjjTfogn92PyG51ffv3+dF2tXV9T9exv6vOOi/853vXPviF7+InZ0dtjXieJVDSDSxpaWlODk5gVKppMpgZ2eHcWORSIQ0SDkkJaYrIyMDKysr0Gq1aGxsJPt9dHSUeNyDgwPOaoVzLWyJ1tZWMmpklv3aa6+RQFlaWgqDwQCLxUI1TklJCZqbm6kKkYVPMpl8bsmVSCSQk5ODrq4uzuhXVlZ4CcgS0uPxIDs7GzabDXNzcwyI7u7uRjweR39/Pzo7O1FQUIDOzk709vZCq9WyQllbW4PFYiG69llcq8lkgl6v5xxZZJIin1MoFHj69ClVDzJTlstH/jtZAkqwiFRP4sAUBEFFRQWUSiWGhoYorT137hxltDJikAtdFuxycIjSRRbTL730Eo6Ojhja7PV66VGQsY2EkMzMzGBoaIgER+kWBwYGUFNTQ+XDF77wBUQiETQ2NkKpVOL69et4/fXXsb6+To16b28vfz6xWAwzMzPQ6/XUnYsR0Gg0QqvVMtRE7PcCqhLcwNHREfnj0pGNjIwwY1dmv9LBidZ9bGwMJpMJy8vLlAWLxFFm7BMTE0R3S8qVzWZDdnY2zp07h9raWvzsZz+D2+3mrkEuDHFCX7x4kTC28+fPY3d3l3uU27dvw+FwoLOzE4FAgIKHcDiMS5cuwe/3w+Px4MKFC+jr6+PB/yyyWPDJIroYHx+HWq0mWNDr9ZLhL+RVh8MBi8WCYDDI37O8vJyCjMbGRjraw+EwCxOfz4fi4mL87ne/I966u7ubjKXi4mJ89tlnOHPmDBobG9HS0kJnvSRXCZp4Z2cH+fn51MHLe6VUKvHLX/6S6V/ilxBToaCShUTr9/v5mYqXQdANciYKT/+F0tH/wz/8w7Uvf/nL2N3dJV9F+Ombm5uEN7W1tZF5olQqmRwzNjZG+H9ZWRmcTieZ4AJEeuWVV1BbW4ulpSXOQUdGRmjLFiDS9vY2czBFu15eXo76+no+HIIrODo64lhBvo6oXMRZKqhkqXbEOSspQLKcEbSp6KtFwSFdguiTRUcrIQ96vR4lJSUwGo3Izs6G3W7H0dERtra2kJmZSZu3BCm3tLSwMonH4/D5fMQ1+3w+5rdmZ2ejqqqKC15xQZaXl7ODEWWUdFmnp6fUskciEcLe1Go1F8B5eXmor6/n4SIc9f39fRpp5GtPTU1Rqy8Vrt/vJ2BOjEK7u7vQ6/W4e/cuP5vCwkJ4PB6EQiGYTCYux0W5FQgECLoTUuWTJ0/Q19dHlonQQt9//33s7e3RRR2LxeBwOKBUKmE2m/mzGxsbQ3FxMV555RU0Njay67h//z7W19eZNSBRiZI3KvkBQuvU6XQ08ikUCng8HhYfMpZRqVRQKpVUamg0GlInBbsty8upqSmmngn7SYxIYqQT56tSqcTk5CRcLhe2trYQCATw0ksvYWNjAy6XC7W1tbh//z6ysrJw5syZ5xaZi4uLOHv2LMcY8ueor6/H5cuX8cEHH+DTTz+F1+ulJ+Tg4AB1dXU4OjrC4eEhVCoVqqqqAHwe5SmZyUVFRRgcHBSQF53TCwsLhM5JqHwymWRwiSyYRVkzNTWFg4MDKoPGxsZQWlqKrq4uKBQK2Gw2KmEk2lGyWisqKlhgSJqXoNXleZMRjBz87733HqqqqjgaPTw8xKVLl+B2u3F0dISnT59icXGRReDw8DBFIYLlFoaOz+djfoBINMfHx1+cg/4f//EfrxUVFeHVV1/F6ekpD4qpqSlkZGRQuyqKifz8fHg8Huzu7mJoaIhhw11dXZzny/IvJycHbW1tbI8yMjJQXV2Nvr4+Vu+9vb1cZPr9frhcLuj1esrF3njjDczPz6O9vZ0oW5F5ptNpDA4O4vLly9jY2OCDKVF8grFNp9N49OgRzGYzTSQSKJ6Tk0O+jrwgJSUlAEDGdmlpKZLJJN5//30+CC6Xi3RBv99Pm/Tp6SkPrf39ffzpn/4p6urqAHyuFXa5XFhbW8P6+jrq6+s5yhJqXzqdprJCHJeSpAMA9fX1bP21Wi2CwSA+++wz2Gw2qppkUb2xsUFHs+jj5eUT5Y3oxIWaKGMVrVaLg4MDOltFhdDV1UWkhGi3xWAmuwXh6dhsNvowIpEIMjMzGZadSCSYnnTlyhXs7u5iZGQEJycnOHPmDB49ekSkrUgWe3t74Xa7Wf2Oj4/DYDBge3sbH330ERntSqUSP//5zzE5OQkAaGxsxJUrV1BYWIiKigpsbGyQg97U1MQFb2NjI7+GMNuFrCkae6GXCoFR2Cd2u507n8zMTCwtLcHv9+Ps2bO8MMWwNzY2xkwAwQCMjIyQ1GixWBAOh/HGG2+Q0yLAvunpaTidTuzs7MBut3NMWFFRgVQqxc5RUpmkQDEajTh79iz2/y91bxbc5n2efV8gFgIgQRDEQhIECBIECALcF5GUKFmSJduRN8VLnDhLO0ncNs20zeQ9+JYzn6Qz6UymSbrEefNlpmmTeJPHi2RJlizJkiiKm0iKO8ENBEAABECsxEKQBL4D6b5rzftN63e+HtSY0ViUaIrL8/yfe7mu3xWPY3p6Gi+99BIXXTqdDleuXOEwdXJvE+KXAt59Ph8LK0gcEYlEsL6+jvb2dr6HaHdHuyp66BiNRh4TDg0N4dixY5BIJAiHwxxlarPZGHdQUlKCnp4eHBwcYHh4GEqlEl6vF5FIhFPK7ty5A6fTiWvXrqGlpYU9G06nExcvXkR1dTVcLhcAQKvVora2lvcOEomEVX1lZWUYHx+HwWCAVqtFPB7n0Z9KpcLy8jKLFoxGI+rr6/HRRx/91+roBQKBEMA4gM1CofCsQCCoB/AWgAoAEwC+UygUcgKBoBjAvwLoBrAN4OuFQsH1H31sMugQCIwIeQ0NDSxj9Pl8zL6ur69nvDDJ98gstba2hnA4jJdeeglut5vDP0j7SzfRV7/6VXz00UcAwLNWst/v7Oxge3sbdXV1XNWdPn0a2WyWwV5LS0tstunp6UEoFEIul0NZWRmGhoYgl8v54USmLwoPIDNGVVUVa+StVitb9mkZXFVVhaGhIVRVVWFsbIzxCgBYIiqXy7Gzs8PjAIJakapGIBAwAdBsNsNsNvMGf2dnB0tLS6iqquLW2+VysSmHtNAmk4lBVE1NTUilUmwaoR2JXq/nUAqBQMBwNcIKk5GIlswkUaNRwNLSEpvayMgUCoU4CFupVLKcln5m8Xgc169f5yShv/mbvwEAjq/r6uqC3++HXq/H3t4eDg4O2F9ARqpQKITJyUlu9QcGBqDT6dDU1IRsNstLdwqvmZ+fx8bGBsbGxngkRwcEIR1I6keSW4q7pGB2opFKpVKIRCI8/vjjGBwcRDgchtfr5UOtoaGBxwJbW1v44IMPuGLe3d1FOByGXq9HKpVilg/tMLRaLY4cOYK5uTnmo+/u7uL27dvM5aEgbVrMk9yY3LWnTp3i+T1JlskZOzs7y/F/3d3diEajmJychFqtxmeffcZhLESlpMOqpKQEL7zwAiefdXV1wW63Y3Jykvk+5MxeXV3F6uoq68Xp66bkMhpn5fN5WK1WTE9Pc4zjq6++inQ6DavVCq/Xy/NyrVbLpkOpVIpUKsWqnp2dHTQ3N3PlbDKZOGf6008/xdzcHHOOJicn8cQTT6ClpQXvvPMOmyFJmUamqe9///uw2+1YWlpCIpHAkSNHMDIygldffRVmsxkXLlzgMWlRURFHJNJ0YHt7GxKJBNvb2+zpkUqlmJ2d5Z3SF3n97ximfgRgAUDZw7d/CuDvC4XCWwKB4A0A3wfwq4f/jRYKBYtAIPjGw/f7+hf5B1ZWVjgN/rXXXoPb7eb5Y0tLCy5cuACPxwOr1QqDwcCoVVri+Xw+dqiFw2GGgH322WeoqKjAvXv3EAwGYTQaoVar8dhjj2F6ehplZWXcjur1em5/yexD1QMAdtNRpUHhIl6vFydPnuQl1OzsLL7yla/A5/NhbW2Nq0fi3GxtbWFycpK19PX19Yx0vXnzJoRCIUQiERwOBy5duoRIJMI5qQSEornx/v4+GhoaMDIyAofDgcXFRZw8eRJerxelpaVcHRG+try8HDabjTkyYrEYQ0ND3FrS17e7uwu/34/a2lp0d3djbm4Oo6Oj6OzsxM2bN9Hf38+o4ra2NqyurjLemfJJ6+rqkEwmeZFMaqmKigrumOrr61l+RkRDu92Oubk5uFwuxGIxnD17lh9qMpkMgUAA4+PjLF8Vi8UcvtzZ2Ynt7e1HULCLi4vQ6/W4f/8+G/Qo8u7g4ADxeJzluMQOIkrhtWvXcPbsWYbNnTp1ijN+dTodh6hbLBZEo1FWG1VUVKC9vR3vvvsumpqaEI/HMT8/z8lD3/nOd7C3t4dcLsfyWgpB/+1vf4uzZ8/CYrFwRi1VeoQLIPrpxsYG9vb20N7ezgqs3t5eBAIBfPzxx9jd3cWJEyfQ09ODQCCAkZERNhURNAt4YKgiFdWbb76J1157DbOzs7xTGRgYwObmJkwmE2w2G2v0d3Z2WCFFo0/KhHj66achEAj4Y/b09KCvrw/19fV47733+N5UqVT41re+xcEjiUQCXq8XBwcHbIqUy+UAwBwbo9GII0eOcPd24cIFaLVazu39PE+Hco2pk8zn86irqwOAR4I/yLlOuzmTyYTf//736OnpYZUbLdDdbjdeeOEFRiO4HhJOaffR3t4OnU4Hv9+PF198kXNrb968CafTyeAzMkTp9XocHBxgcXERAFhGXFFRwbTXcDgMrVaLvr4+qFSqL3x4F32RdxIIBAYAzwD4fx6+LQDwOIBzD9/ldwC++vD3Zx++jYd/f0pAYub/4BWJRJBMJlFcXMwVGM3q4/E4FhYWUFRUhI6ODraQ22w2JuS1tbWxfpXyJcmdSQ7Iubk5+Hw+TE1N4d69e2hra0NfXx/nZBJnp7KykrGs4XCYlyhlZWXcOcjlcuaRHxwc8E0GgCu2QCDAmOBwOIzHH3+cA03oQqOH0fj4OLxeL+bm5lBbW8vdBMknKShjZ2cHy8vLWFlZgcvlglqt5iV1Q0MD65o1Gg1+/OMf45VXXkFXVxdqa2s5NSqVSqG8vBy5XA7vv/8+gH/vIqgSJVYJPeBoPEBB4ZQEJZPJYLPZWEXi9/t5Ru73+3FwcACJRIJ4PA63241AIACTycSu2paWFkxMTCCZTCIQCHB268TEBBwOB3NcxsfHAQB1dXX88Xp7e2G1WnH06FE89thjSCQSUKlUiEajLGeVy+UMk6Ks1NXVVa7mA4EASkpKcPHiRVYJ0TKstLQUi4uLPIOWyWQQCASMQ6alu0ajgVgs5kxRSnxqbGxEJpPByZMncfz4ccY2GI1GNnUtLi7C6XSivLwcFRUVaG1thdfrxV/91V8hmUxiamoKqVQKpaWlOH36NP+sPvnkE7z99tu4evUq5HI52tvb4fV6kc/n0dvbi7W1NXbjikQiJJNJTvu6ffs2bt26xWozGi/a7XbMz89jZWWFr9WRkRF2CgPghwM9EInJfujQIRw7dgwHBwfweDy4f/8+xsbGOCTeaDRieXkZHo+HHdfUDZ4/fx61tbXwer3sRp2fn0c8Hsfq6irOnTvHXUoymYTBYADwYBw2MzMDn8+HjY0NJqMKhUL2aczMzPD9Sx01OWbpfDl+/DikUinOnj3L+RekmCoqKsLZs2ehUCjQ3d2NGzducHGRy+Vw/vx5lJeX4ytf+Qq+853v8C6KWPnkaL18+TIuXLiAeDyO/v5+AMD6+jp7P8xmM/thaOlOnT8Ramkx7Xa7oVarsbKy8kWO7wdn0hd8v58D+D8AkOdWDSBWKBT2H77tBVDz8Pc1ADwA8PDv4w/f/5GXQCD4c4FAMC4QCMZJ5kThIkePHsXe3h7W1tZQXFyMVCqFYDAIj8cDvV4Ps9nMNxuBoihkgVx49A1XKBQcqEvUxN3dXSwvL7PjNBaLoa+vD62trbyIIzbN2NgYZmdnoVQqOVknFothe3sbHo8HNTU1WFhYwNtvv803v1arRWNjIxunADAv+5NPPmE5JEXqURU1OTmJqqoqXsJSCDVhZomhT0oJ6jgo45QS50+dOsVmFcp8nZ6eZtfe3t4eO3qJn2Gz2XhsIBaLUVJSwioVkiaePn2al15NTU1oaWlhIwvFL5aUlGBiYgI3b96E0WhkE00ymWTi4t7eHrq6ung09Oyzz6KsrAy1tbW8I9BqtSx9ra+vZ0cxYY8pKP7w4cMshSQWDcGpKD2KCgNamvl8PtbSk/qmvb0dm5ubsFqtqK2txXvvvYfz58+jvb0d3/nOd2AwGLCxscGqGZLK9vT0UHYn3n//fTidTmg0GqZYzs3NQSaTMUmSXKafffYZm/TI5LW0tIRUKoX5+XncuHEDJSUlmJubewRM1t3djdraWnR0dHCC2draGo8gpqamGNVM/onKykp0dnZia2uLRQubm5tYXFyEVqvF8vIyw/GamppgNBphtVpRWVmJhYUFBAIBdpwfOXIESqUSS0tLSKfT+PWvf80xjcPDwwz3KyoqwpEjR/DOO+/gZz/7GQDgW9/6Fp588knU1dXh/v37yGQy6Orqwp//+Z8jHA6jqqoK09PT3C3v7+/j8ccfZwmn0+nk0BcAfI94vV7eURDyge6V+fl5Ljboek0mkygUCjwy3t/fZ9RAY2Mj/3lFRQWjkEnSSM5iAOxzWV5e5of80tISJiYm0NLSAuCBqk0oFPJZcv78eahUKjidThiNRpjNZr7fpFIp7ty5A4VCgd///vdIJpPs+7h37x5LRwuFAj755BMMDAx80XP+Px/dCASCZwEEC4XCPYFAcIL++P/jXQtf4O/+/Q8Khf8J4H8CQEVFRYE0pbFYDEtLS/B4PDh8+DCKiorY6k0hymKxmCtXt9vN5ploNAq/388OVIq4o9YsFoshl8tBLBbDarUinU6zDK62thZut5tHQVQVV1dXw2w2Y2FhAXt7exzYQMAyr9cLm83GCyUyAZEOPxQKsbaZTCdFRUWYnZ2FWq2G0WjkzyEUCiGRSGBiYgITExM4efIk7HY7XA9539lsFuXl5Qwy297eZm51UVERXnzxRUilUoaUUTBGSUkJVldXWTL4jW98gwNMhoeHYbfbeQbY0NDAM8DKykrmfpD5g+StroeYZ8JBk5zS5XIxA4RcvVqtFlKpFDabjVUmFRUVjOJNJBIAgM3NTXY+U25uR0cHIzHogUsBE3q9HtFoFGtra5DJZEgkEvD7/awdpxaY3IyXL19GY2MjA9toJHfixAmu2AYHB3H48GEAYM09tf10CBBfnLoGmi2LxWJ2TVPSFgV3KJVKhMNh5udQdgHl6Pb19cFutyMQCKCjowNTU1PY3d3FK6+8gkuXLkEkEqGnpwfT09Ooq6tDSUkJTp8+Dblcjs3NTc49Jm35sWPHsL29jaNHj2JkZASRSAQSiQRWqxV37tzB3t4eenp6cOLECYYAXr16FTdu3EAwGMSJEydgNpvxox/9iJn84XCYmSwOhwNvvvkmqqqq+IF44sQJdojTGEur1eKVV16B62GyFvk0wuEwO40jkQiuX7/Oo4+5uTk0NzezNv/P/uzPuDu3WCxwOp3M4IlGozCbzczzoWX8zs4OY4m3t7ehVqsRDod5vu/z+Tiek/hHmUwGCwsLTOcMh8MIhUKMlpicnER1dTWrhQQCAVpaWjgrOhwOo76+Hqurq6x/J1FGU1MTxsfHsbGxAYfDgaamJhQXF7PbWygUwuPxQKFQcAcfj8eV9GbRAAAgAElEQVQhlUpht9sRiUSYZaRQKJDL5XD37t3/7Pjm1xeZ0Q8AeF4gEDwNQIoHM/qfAygXCASih1W7AYDv4ft7ARgBeAUCgQiAEkDkP/oHhEIhnnvuOZZENjQ0oKioiEmHsVgMQqGQFQX0BCYVCOnSNzY2WAr5ySefsCzTYDDge9/7Hn7xi18wi/yZZ57B+Pg4Ly0/r4ulw76oqAjPP/88EokEIpEI5ufn0dDQgHA4zIs4SrxvaWlhpjfNR2kcYTKZmFbY0tKCXC6Hjz/+GJOTkygtLUV/fz+2traYokeSQcqyff755zn0u62tja3slMD0+YOD5sqUR0osDpIuku7a5/NBqVTi9OnT/OA4dOgQqqureUm4vLyM7u5uzM7OYm5uDs899xxri3U6HdLpNC+I9/f3sby8jOXlZVbvUOZtVVUV64KJqT82NsYPSho7UMVEgepUxT733HMoKSnBs88+i7W1NVitVsTjcdy7d4/t4eXl5dja2oJIJEI4HGat8+bmJrLZLFpbW/Hss8+iuLiYx4I7Ozu4e/cu5ubm8PWvfx1utxs2m42xCcT3ocCR1tZWfghub2+zD0AikeBHP/oRSktLWeq4s7MDr9eLhYUF2Gw2Xgru7e1x8ItMJsOhQ4ewv7+P+fl5DoQvKyvDn/7pn+Lq1av427/9W17sVVRU8LVSXV2NYDCIzc1NNDY24uDggCtQMuTRCEMmk+H+/ftQqVSw2+344Q9/iJ2dHfT29vKhRLgFwmvT4Ud7k6GhIc41oAcg6dbJN5HNZvHDH/6QQ9B/9atf4bXXXsP29jZMJhN0Oh0XIVNTU5zhXCgU+F6hBLC//uu/Rnt7O2pqargLKSoqQjQahclkgt/vZ2c8mdqy2SwnRmk0Guj1erz88suMkPD7/dDpdKy+E4vFfJimUinu1Hw+H/b29riwIgaTxWLB7u4uBgYG8N5773FY+tLSEi5dusTS5Ugkwj4H8sNQF2Iymdgnc+XKFabk0miRMmZPnDgBkUiESCTCWRxkdjObzbyI/qKv/3R0UygU/u9CoWAoFAp1AL4B4HqhUPgWgBsAXn74bn8K4MOHv//o4dt4+PfXC4XC/1LRf/5FfPTa2lrMzs6yq3J6ehqJRAKhUIhtwmKxGEVFRSgUCtDr9Sw7JGKjTqfDp59+ir6+Pl7s7ezsIJvN4i//8i/x9NNPcwtbXl6O5eVltLe3s0mlUCggFAohFAqxy293dxfRaJQrVYoDJBCWz+dDIpFAd3c3HA4HL6koe5aoecFgkBeAKpWKNfAKhYLDTWicQnPo8vJyphg+99xzUKvVqHuYAqVUKmG1WpkEOTExgdnZWYYmdXR08AVEwSeFQoFzPX0+HzNuyLmYy+UQCoUQi8VgMBgwODiIhYUFVmz4fD6IxWKW3NEcc3R0FGazGWfOnEFnZyeOHj2KyspKjI+PIx6Ps6qDxnRarZbBToFAAHV1dfB6vZy2k81m+cF1/vx5Btm1trYyEzyRSGBzcxPFxcWYmpriWEaHw4Hi4mJoNBq0tbXxmIMOqd7eXvT19bEcl8Jt6OsWi8UYGBiA3W7npS0Fl4TDYTQ1NfEBQ96AmzdvIp1O4/r163C73chms5zElE6nodPp0NraioqKCgDA8ePH8dhjj2FmZobVQZRGNjQ0hGAwiEwmg+bmZrbxEzmTwkU+n09MSAlaNJIkkbqm2tpaTE9P48KFCxxtF41G4XQ62Yyo1WphNBrx2GOPQafTobS0FGq1GrOzs1haWoLP58Pdu3dRXl4O18N8WFoQHjt2jIUKFLTy3e9+l0ddRJEl41UymcTt27dx9epVrK+v44UXXkB9fT0nh5EWPRqNYnt7m3cj8XicERharRb9/f3o6+uDwWCAwWBAX18fzpw5w8wamUyGsbExLo4ikQjvLUhpVV1djebmZpjNZp5/fx77QKbGkydPoru7Gx6PB8lkksdoP/jBD/hapVHPpUuXuCCQy+VQKBSwWq3o6+vjwJSmpiYEg0FIJBKsr68jn88jm82yuzyZTEKr1TJqIRaLobOzk3EhFNrzX3LQ/wev/xPA/xAIBCt4MIP/7cM//y0A9cM//x8A/q//9JMoKmIqHXHhyUjU2NgIq9UKvV7P3PFMJgOJRAKhUIiJiQnkcjleFFJVR1TBzs5OHtkQV72trY1zNqmiTyaTDNkiNC/JD41GI8fckZMvGAwiEong4OAAp06dwtTUFF/E9HmKxWIUFxdjdnYWDoeDka1ksmpqakJzczO73dxuNxKJBLa3t9He3o6enh7s7e1xkDYhDehhF4/HWeUwPz/PuOGpqSl2DcpkMlZNTE9Pw+fzcdW7tbUFl8vFLsPt7W1WjdDyig4RusAMBgOPeSgfVyKRMBKB9iLEXQfAoQr37t1jGzvFGpaWljJBkZC+n4/Sox0HURpdLhfcbjdH61GQB7FHMpkMNjY2IJVKodVqmWxJS3QAvP/5vN761q1bkMlkbMpzOBzo6enhsBkAHAKSTqchlUrh8Xg4WLy3txehUAgvvPACvx/RCIl/FAwG0djYCLVazcvogYEBNuYBYO753t4etra2OCg6FovBbDYzQyaZTCISiaCtrQ2RSAQzMzN8HRUVFWFsbAwCgYDdy++//z4WFhaQSCTg8XgQDAbhcrnQ3NyMZDKJ8+fP83yYuk6/38/O7qeffhqxWAxHjx5lwYRer8fU1BQaGxtx/fp1ho4Rz4nSn0pLS3HhwgXu8kpLS+F0OtkHMTQ0BIlEgh/+8IcsEx0aGkI8HudOm6r9yspKPgN6e3tht9sZ95xOp9nUR6OqaDQKnU6HqakpaDQa3Lp1CwcHB4wsJ9cuRZRSAhnluKbTac5MmJ2dhUAggMPhwPe//3309/djeXmZ9wO0nG9sbMTx48exu7uLP/zhD4xeOXHiBEpKSlg2TYozAGwU1ev1qKqqQktLC9xuN8bHx1mVQ79IikoChS/y+t866AuFwmeFQuHZh79fKxQKvYVCwVIoFL5WKBR2H/559uHblod/v/affVwybRCvvL6+Htvb28hkMjg4OGCM7eexnoFAgJG8hUIBlZWV+OMf/4gPPviAFxe0hafcUHoRv97tduPo0aOMNCbVTC6Xw9TUFK5du4alpSVcvnwZ8/PzsFgsXJUSeIyY6KRYIDnX0NAQWlpa8M1vfhN9fX1YXFzkWXsul2NlEc2lLRYL+vv7+UKg/FiiFAYCARQXF+Ozzz7D9vY287CXlpYglUohl8t5IUmxiVKpFPF4HGKxmMO96VApLS3FtWvX2JVH3ButVguDwQCz2YyKigqUl5ejs7MTMpkMm5ubuHjxIi/MaBRBRjaSTNbW1vIskSL4yD4fi8U4knFpaQk7Ozuoq6vDrVu34PP5cPjwYZw8eRL9/f1QKpVQq9V45plneMlGN2AgEMDBwQE2Nze5s1KpVLzzoFZfr9cjk8mgrKwMc3NzuHz5MucD7O/v4/Dhw7Db7VheXkZxcTH+/u//HkKhkMdoVEmRwoFmqhQOQiRQAq5RJxKPx1FVVYW6hyH1CoUCp0+fhs/nQyAQgMViwRtvvMFu3ba2Nng8HpSWluKrX/0qs5NcLheeeOIJaDQapFIpRCIR3Lx5E2NjYxAKhbh48SLS6TSABzJB6gQpY8Hj8cDn86GhoQGvvPIKnnrqKc6VNZlM2N3d5cLDYrHAbrdDIpHggw8+4AKKDlpy+6bTafj9fnR1deEHP/gBA93Gxsbw85//nCFzYrEY8/PznKu7urqKmpoa3g+ROZKEA/l8HqdPn8azzz6Lrq4uiMViDA4OIhqNAniwK/H5fNjc3EQ4HAYA/i8VZyTzJYNZWVkZfzy5XI5AIMA/v3w+z/RRGgNTLCl1RFTdE254a2sLOp2Or3diXjU0NKC8vBwDAwN8bS8vL6OqqopRGZFIBLFYDFtbW9yBUBdJKA0KVNrY2EB3dzcDG4l8SfN8MjV+0dd/C2fsG2+88fqPf/xjzkMkazHBgsRiMVwu1/9yQ5GVOZVK4dy5cxyqQVUFqR68Xi9KSkowMzMDh8OB3d1d6HQ6NDQ0IJlMMvGOKIzT09OsThEKhWhtbeVQi56eHmZs7+3tMf6V2DGDg4OQSCQwGAwQCAQYHR1FR0cHByRsbW3h7NmzqKmpgU6ng0qlQqFQwOLiIsv7jhw5glu3bkGr1WJjYwPFxcWsrllYWGA3rEajQUdHB8RiMTY3N6FUKllWp9PpsLy8jFQqxXuFgYEBGI1G7O7u8kOHrOxqtRrj4+MMjgsEAuwgpFkmjZ6EQiFLwD6PJ5bL5VCpVMjlcszvyOfz/MBNpVL84CWULkXora+v80KbHoTEp6mvr+dAaKrCKysrMT8/D6fTyQx/cpc2NTUBeODLUKlUCIVCPJcn445Go4FCoWBTFMHkIpEIWltbMTs7y6lPEokEMpkMt27dgsPh4GqaDC1EKA2FQjzbJkevyWTCU089hY2NDcRiMbz99tsAwAceyVdJU93d3Q3gQbiHRqNhpEN/fz/vjYiQSbz1jo6ORxAJ5eXlDPEjmJ7VaoVUKsWHH36I1tZWVqWQYspqteLDDz+EQqHA5uYmbt26hWeeeQYul4v3HSqVCuPj40gmk5yHStGMgUAA0WgUJSUlnHZVU1OD5eVlzoAlZLJSqWQhQX9/P+x2O3eHarWafSbk0SBUNY0LKZSbTHmVlZUQCAS8M0ulUpBKpVw8kouVFGAWiwVzc3PY3t7me7e6uhperxfvvfceh+u8++67eOaZZwCAR6wUu7m+vg65XA6v1wuTycRhOul0Guvr64jFYjh58iTkcjlMJhObLdfX12EymRgsCAD/9m//hp6eHkgkEvzLv/wLBAIB7HY7FAoFpqam0NLSAoFAgFAoxF4aAIjH418uBMI//uM/vv7MM89AIpHwMpEYHrQ0LC4uhlKphNPp5BBg4nTIZDLcuXOHQ8VlMhmEQiG3Unt7e6irq4NSqUQul+MtOcHRiBRJ8ruioiJWq9hsNr4IAKCqqgp9fX0oLy/HysoKX0DT09MccOByuVh5s7W19UgyfXV1NXp6ejgbNpfLMZ42m81ylmRzczP29vZw+fJljoQ7ODhg+BXN/UpLS9lRSxgHl8vFI5RgMMgXDWXWqlQqDA8P8/KIpKjpdBoqlQper5dpjiKRCC6Xi3k19GtxcRF37tyBWCzmKokODxpbRaPRR7JH4/E4VlZWUFZWxj8X4ofQLyJGmkwm1D1MhKLxE10DwIMF/CeffMLL4fb2dly6dImRBJSiVVFRAalUytcL2c0p/DscDjNki4JhiFdPoeDBYBDFxcXM5yEj3507d3D8+HEUFxfj5s2bmJ2dRV1dHQ4ODrhYqaio4Ei88+fPI5fL8biGIuYIy63X61FUVIRAIMC8fVps09dDkle1Ws3GKxqZkeckm81ynunBwQF3vVKpFA6HgyW7s7OzqKiogM1m4zD7jz/+GF6vF9/+9rcB/LvjPJVKsX4+HA6jubmZGfW0QCY/x/Xr15HNZjlYO51O4/Lly2x+IgMX8WBmZmZQXl6OO3fucOe2trbGHZxGo8HBwQEsFgurU8ihHo/HWYVCY9j19XXMz89zkH02m+UxB0VWErJboVCgubkZa2tryGazCAaDWFhY4IAVcilTgp1UKmXn8OjoKCQSCWNKioqKmK0llUpZ3CGVSrG5uQmhUIjq6mqoVCrO2xAKhZiZmUF9fT1fi5RjsL6+ziPIra0t3L17F9euXYNKpWJp7pcqM/YnP/nJ61Sx0JOcckdpiTg6Oorq6mpYrVaefZI9mByWlMEolUrR3NwMi8XCs3wyIRUXF7MZxmazQaPRIJFIYH5+Hn19fVhaWoJKpWIHJT1dz507xwEcZFagi4CyNkmTTgvbfD4Pp9PJGnP6/Orq6niUQdFtjY2N/NSnMREZdHZ2djgJng7gZDLJFbXf72cjFEHHqqurGdMgEAjQ1NTELllKoaclL8kfiRLqdDpx5coVtLe3szb98/N30ne7HsYhisVilqJSW0xuSIlEgq6uLuRyOXZVUtUlEAi4Wt7f3+egBsoM8Pv9vKQnZyipJygnVavVIhgMoqurC16vF3a7HTabDel0GpcuXcLu7i57Luimr6yshNvtRjKZRCgUglqtZp8DLcAob5RIhLlcDmq1Gvl8Hrdv34ZcLmd1C4VEaLVaNst4vV7MzMywppt+zgcHB3juueegUCgwPj6OiYkJFAoFBuZtbW0hGo3C5XKhUChAJBLxeIF2F1RB0uiDDgtiCYlEIly5cgUajQYOhwOJRILpmZSzQIfc3t4eUyIjkQgmJiZQUlKCVCrFmGJi9UejUQ5/p8qbAsUJ7UvJY/X19djd3WW5LvGFlEoldz+hUAgKhYJNgO3t7SyhpAff5wsayj2m2MLt7e1HBBkikQhLS0tYX1+H1WrFoUOH8Otf/xo2mw1VVVVQKBTMg1Kr1ZiZmWE0MT20iPvjdrsxNzcHj8cDs9kMr9eLTCbDsmzCXWi1Wtjtdi4SA4EAj1uoOKO0NeLcRyIR2Gw2yGQyfPDBB/B6vZidnUUqlYLFYuEFvFKp5PSzhYUF6PV65kmZzWb4/X4MDQ19oYP+/88y9r/sRVja+/fvc2UQCoWwvr6O4eFhzM/Pw2AwwGq1Ip/PIxKJIJfL8TdDJpNxNii5NZ966ilWDVAYAsH+jUYj6urqWK5JHJb9/X3U1dVBIBBAKBTizJkzmJycZGNUSUkJSktLORicVDNra2vY2tpCOBxGY2MjOjo6OGWHaHgUPQaAccq0qSdTGPDvHQNluFIWbUVFBc/0Nzc3MTo6iuXlZezu7vJckQ4K0tWLRCLGNa+srHDQAkXixeNxlJWVIRQKPaIQ2d3dRU1NzSPZvOSapUVuU1MTamtrH8kHJSUPGc6Iqz01NQW3280HQVlZGcfbBQIBBAIBjiekhWlpaSm0Wi1zcujwB8ChKyKRCHV1dfje974HrVaLF198EZ2dnXC5XNjc3OQoQeCBvvrg4AB7e3sYHR1lizu170RMTKVSvBSnOX8oFIJcLsfS0hKCwSBisRg+/fRTpilSpZzJZFBZWYlgMMg4AwqGz2QyrLOnOMK+vj689NJL3NXQHunGjRvQ6XSYnJzE4uIiA/pKS0sxPT3NOwdyelLwtUKhwMcff4yVlRUe1bhcLtZ0l5aWoqKiAp2dnewtoGBvoVCIxsZGAODrLZlMYnV1la+ve/fuYXFxkRf3JpMJsViMHyLZbBbz8/Nob28HAFy4cIGt/na7nfcRhEcgQidx/ktLS2GxWBg1TCFCAHjEJ5VKcXBwAK/Xy18zVdYTExOoqKhgQil1wDQf39jYwN27dyGVSlFcXIyTJ09Cp9Oxfp6UTu3t7VCpVFCpVOjr6+N4S7lcjsnJSYaLUTdWXFzMEwBy5vf39zM+YmtrCwDgdrsZNEej4c7OzkfG0SaTCXq9npPQZmdnGQsRDAYZUx0KhTA7O/uFz9j/FhX9T3/609drampQVlYGh8PBuAOSQZKJhDgWtLkHwJwTo9GIY8eOobKyEi0tLXC5XDw/VygUSCQScDqd8Pv9fDElk0muOgnsRC1gZWUldwC3b99GT08Pjh49CgBcwRLm9b333sP6+jrUajXDiGKxGNra2nDhwgWepW5tbaGmpoaXUrQDoF+kKKAEeJLR0YKVQGd0s9BhTAYRGgURHZNcvlSxut1uyOVyrK2toaWlBXV1dYw7/Xxg9vvvv49cLsfWeIVCgcnJSbS2tmJnZ4erF4J0EUGRKkTKyFUoFPB4PLh+/TrS6TRKSkowOTnJewO6KXU6HaLRKFf2VVVVWF5e5iVzKpXiA1qlUqGqqoqpf6WlpUin02hsbORKanV1lYMnyOYfDoe5MwQegM90Oh1GRkZw6tQpfmgbDAZcvHgRU1NTLP9MpVLQaDRcUXu9XmxsbLAWXSwWM56WFCe5XA5WqxUtLS1Qq9XweDy8d2lvb2f8dH19Pfb29uD3+xGLxTjAYnFxkRk2FouF06Q0Gg3vNoxGI/L5PH7zm9/g/v37qK6uhsFggN1uR0NDA/b399nQFwqFcPfuXXR2dvIDTy6XY2FhAZ2dnfD7/ZBKpUgmk/j2t7+NgYEB/lpImXXx4kXMzc0hk8ng+PHj+PTTTx8xjcXjcaZF3r9/H2KxmBe4JPF1u93Q6/VYXV3l0YVQKGQENFFrqdMj+S4tXRcWFlBeXg6JRMIPe4VCgUAggPb2dgSDQZhMJjgcDpaL3r9/n9n6FFJCXTMF2pNr+1//9V+5S+/q6mKT5tLSElf+JHmknQPx8w8ODrC1tcV5CZcvX+Z9Q2NjI3w+H3tT1tfXoVAoGBdy5MgRdHd3M42V3N0ffPABbDYbf/4mkwmFQgGRSATHjx//cgWP/PSnP329r6+PcbaUtUpzdrPZzOEiNEsn9G8ymcSdO3dQX1/P9vuRkRFe0pSVlbE5aXV1FcFgENFoFHa7HSqVCvPz86ipqcGRI0cQCAQYcZzJZNDS0vKIC7S6upqrcdJQx+NxviFKS0thMpkQj8chEAhw7949VFdXQyQSQaVS4fr165iYmGAei91uZ1MRLS8pt5LkoIODg4jH4xyL53a7eQZMhEz69yiAmYJbLBYLtre3WarV0NCA3d1dnnUqlUrm2RAhTyAQYGRkhBkclJBD7apKpWLpHyl5qqurUV1dzfCofD7PN/HS0hKbZWi3srOzA9dDFHRjYyNLOOkAEgqFuHPnDurq6nDz5k2MjIzgzJkzj2SWplIp5HI5PPnkk9ja2mL3MSV1FRcXQ6VSsUksmUzy98ZsNjOjXiwW807C6XQybzwUCkGlUrG2WyKRcHW8tbWFeDwOtVqNw4cP4+bNm2hpaeHrxuFwIBKJMGNlbm6OOwXC8tKSnSSAlG+wt7cHu93OzuBXXnkFra2t/GChbnRrawtSqRRLS0u4desWK5ueeOIJ1p4bjUaEQiH4fD50dXWhtbUV4XCYfSu7u7s8kkgkElCr1Thz5gyPIhKJBEP34vE401B1Oh0qKiqg1+tx5coVrK6u4uTJkxgbG2NHNlXVpK8nd20mk8HU1BQbxZxOJ86fPw+Hw4GlpSWWRsfjcZw+fRo7OztQq9UM2aurq0NNTQ3m5ubYaLSwsMCLaqrWKeiGZuHRaBQCgQCtra343e9+hzNnzkAkEiGTySCbzXJXTocyFX/r6+u4ceMG+vr6eGxFngcK66FpAXWCKysriMViUKlUcLlcePrpp+F2u+HxeNDW1oaGhgbeQajVavacfH4Uef78eej1egQCAej1eoyNjeHll1/G9PQ0g9I6Ojrwxz/+8ctz0P/iF794/dVXX+VwDoFAwEoKqt7cbjerOwglSsEXFosFW1tb0Gg0MBgMiMfjSKVSsFqtePPNNxkuRtblaDTK7WZTUxOnU9HSjxLcC4UChEIh+vv7UV1djY2NDUgkEs51pHaupaUFVqsVwWAQ6XQaarUa586dQyQS4YSi3d1dTE9Pc9teXV2NTCbDm/twOMyVNylfSAtMqTWkHKED3+fzwePxcFtOO4C5uTkOKwAeyO5mZ2dhNpshk8kgFou5ei4pKeEDiRRAJI1raWmBWCzmUHZS0FBCkUgk4oUecekpKNnr9aJQKGB9fR0ejwe5XA41NTXQaDSorKyESqVCPp/nIIXPw+Lo++Pz+TAzM8PeiLKyMuzu7mJ+fp6XrMSRoYcMtfdlZWVYXV19hIVPARa1tbUIBAKIxWJM1iwrK4NWq31kng08GKXJ5XKeOUulUvT29uLw4cPIZDJwu93o7+9nnfzY2BgsFgsnnxGHnXY/XV1d+OCDD9gvQAHmRPfc3NxknG8wGOQEqnPnzjGmwev14tNPP2WlytTUFKtMzp49ywvtP/zhD/D7/XjmmWdgNpsZV10oFPDmm2+iu7sbGo2G0b6XL1/GwMAAhEIhotEo1tfX4XA4EI/H+XDJZrMwGAxobW1lSSZhxa1WK8bHxzE+Po6amhrYbDbU1NQw6I4Acx6PB7W1tVAoFPjNb36DbDYLi8UCl8uF5eVldHV1cQdP4yk6PIkUKRQKWQhRVFQEg8GAd955B52dnWhsbMTe3h4KhQIsFgs/qOfn5xGLxfheqa+vh0QiQT6fx09+8hP4fD587Wtfw/7+PlpaWpDJZHD58mX4fD6cPXsWQqEQ9+/fx7179/iev3r1KtRqNfb391FcXMyJUADQ3NyMzs5OVFRU4I033sBrr72G+fl5LC0t4amnnuKH0+joKPR6Pf74xz9ychthiKmApchRQogfOnQIXq8XFy9e/PIc9G+88cbrf/Inf4JUKsVzTWrRKioqOFVKoVCgoaGBdb2ZTIaNBlKpFH6/H2VlZbDZbGw9vnv3Ls+aaSlGN1YoFILBYGAL//z8PMRiMY98vF4vamtruYqMRqN80VD1XllZCYVCAafTic7OTmi1Wly4cIG37E888QTq6+shlUq58rDZbEwxJIzB3NwcAHDYNd04KpWKdweUOjUyMsLu0fLycjgcDnbKxeNxLC4uoqqqCisrKzg4OMDc3Byi0SjLF2kcQwdNKBTipTXliNpsNqZMarVaVr989NFHLPtLp9Os6qDREeXoEk4hEAigrKwMqVQKbW1trMLZ2dnhG5lUEzabjU01Pp8P8/PzqK2tRSgUgushJ58OQ7vdzgtdlUqFCxcu4N69e1hbW8NXvvIVeL1edoCScS2ZTPLykQ4H2tM0NTVxJU/YYYlEgtnZWXR0dGB9fZ1HdplMBoVCAYFAAM3NzZicnEQoFIJer8fc3BwbrEQiEecCp9NpmEwmNDQ0QK/Xc+RhIpGAVCqFz+djDfb58+cxOjqKXC7Hla/D4UB7ezsymQxCoRBWVlZQUVHBYwUabx05cgSzs7M4f/48g+cID0BiglQqBYlEAq/Xi0QiAbPZzJ1OIBBgXTsZzSgjgO6zr371qzyWm5mZgdvtht/vRz6f56W2yX26n9UAACAASURBVGTi5XU6nUZVVRUWFxcxMTGB559/Hvl8HnNzcxgYGEBHRwc2NjagUCjgcDiwvLyM5uZmHgEWFRVhaGiIiZ+FQoEzHihoiMJFCCa4tbXFc/toNAqxWIyZmRmsra1xMdDQ0IB8Po+hoSG+5+rr65nXv7GxgZGREYhEIs7npaDwnp4eCAQCZLNZ9PT0YHBwEM3NzYhEIshkMjxeksvl7NfIZrMsjaUCSiwW8zK7oaEB09PTsFgs0Gg0fK+sr69jaWmJO8mysjLuct55550v10H/8ssvY2ZmhkNz6SJRKpV88A4PD6OmpobfVqvVEIvFiEQi7FYllgSZLUjFQy9qj/f393HmzBl2xwFgCBrJFAuFAjY3NzE5OQmv18tzQ41GwwhaAHjrrbf4QM7n8xgdHUU+n8fjjz/O0iyfz4fm5mbI5XJYLBasrKygpaWF9e8Wi4W/Xo/Hg5WVFezu7kKpVMJoNDLvhOSFBAYbGBhgqd/g4CBWV1dhtVpRVVXFyyg6mGw2G7fCAoEAm5ubCIVCvOzM5XLMu6ZEInoQ+P1+9hpkMhmoVCqWolKltbq6CoPBgHQ6Db1ez6MWUomQcoLm4alUiimBxGXf2NhgkxyRBZ988kk0NzczBCwajbJGemJiAkajkavGxsZGdlET9jgYDLJCgiptmv9SRU1EzEKhwF+b0WjE1tYWWltb2YIvk8mYK28ymTA6OoorV64wb+XJJ5+ESCTiUQdZ+emhR2oyh8OBWCyGc+fOQS6X8/VGyh8yzVmtVjQ0NHBKETlt+/v7ORzH7/djd3cXX//615HNZpkMqtFomM9E6iJ6UNXW1mJwcBCpVAo2mw0jIyMoLi6GyWTizpM6YDIK1dfXQ61WQ6/XIxwO86KfoIHFxcWQSqUYGBiASCTCL3/5S3zta1+DXC7HysoK33cajQZyuRwXL15EZ2cnFwwUVNPd3c0LaGLO2Gw2AEB5eTkzeSi4vLKyEqOjoxyZSJnGKysrCIVCvLtob2/HwsICPB4PhEIhmpubuWChzocCVvx+PyOzrVYrOjo6uKs9ceIE86I6OzuRSCQwODiIsbExNDY2cvKVTCbje4GMdKWlpZidneWH1bVr15icWVFRweNjwmZUVlaiuLgYGxsbSKVSSKfTsFgscDgcyOfzOHfu3JfnoP+Hf/iH18+cOQO5XA6hUIhPP/0UMzMzmJubw/LyMpuRKHGKKkHizCSTST6ISCJIdmjSa9N4BgCbZp5++mnIZDLmldNB8NFHH7HxY2Njg/Xcbrcbi4uL6OnpgdFoxOXLl1FaWorV1VW4XC64XC7mdNfW1qKpqYlZPdRCGgwG7O/v80yZMmLpAPp82DFVsNSBVFVVIRAIwOfzob+/n7EIZA0fGxtDMBjkKoOs4iqVCtlsFtXV1cy78fv9TD1samri5RjBqZRKJXNkSINNXJO5uTm0t7czmhUAexRu3LjBQCedTsfLpfn5ecjlchgMBmZ6UEdSX1+Py5cvM/aAwl5IjkeoadK0SyQSmM1mtqiTT2BnZwddXV2QyWTsyJXJZFhbW4PrIRlRo9EgGo0yHZJGDYFAgKWXAwMDfMBZLBaWzHV2dkIikeDSpUvY2NhAZWUljEYjK2oIHbC0tATggXKIxj5erxeXLl1iUmZVVRWTPOnAmpiYgFKpZBkxje1ovNDc3IxwOMykzqKiImxvb0On0+HEiRPQarUYHh6GWq3moqCjo4NTkpRKJXQ6HcLhMN5//32ODszlcigqKkI2m8XIyAjjJhQKBY8DU6kUysrKGC+wt7eHwcFBtLa2QiKRoKOjg9+X/t+uri5GBJPKp7OzEzMzM+xhIcLltWvX4HQ64XqYS0tddnl5OTY3N6HRaGA0GtmNvrOzw6NSyjju7e1lNhSZrchAKRaLsbi4CLPZjLW1NahUKnR3d/OSl5yzxAlaWVlBdXU17zaIQU+MeYrDdDgc+MlPfoKpqSkEg0EOrI/H40x+JZct8eYp75fwx8PDw7w/C4VCOHHiBKvTzp8/jyNHjsBkMrEK7Pnnn2dK7pfqoH/jjTde/9a3voULFy7g0qVLrCVOp9OIxWIsI7TZbCyfpOWdQCBAIBBgzsnBwQFXRtlsFh6PBwKBAMRVI4llQ0MDh0zTyEIkErGhanFxkYOHKQyipKSEk118Ph96e3uRyWRw//59xONx1NTUwGq1or6+ntGvGo0GZWVl2N/f54qXSJzAAwVPeXk5JiYmMDY2xoHQJFssLS1l9DIhlqm6zeVynB7vcrmYQkmmJqrIFAoFJiYmIBAIYDAYcHBwwPNmwh5Q4hCZdCQSCfx+P3Z2dqDX6zkUW6vVwmQywWAwsOGJllOkwshms+ju7mZtNgBejFOVT0tXk8mEpaUlxvheunQJdXV1GBsb44OeiJt0eFEwDHkVCoUCL2fX19eZqCgWi7G+vs4PV61WC6fTieHhYZw6dYrNTGq1Gu3t7SxzI8s6sfPj8ThisRicTifb8b1eL3c6kUgEp06dYpVPIBBgaqdQKOSEqIGBAUgkEohEIn4g0/ers7MTd+7cwcHBAQ4fPszfG9Khe71e5HI5jI6OIp1Ow2w281KPrvGioiKMjIxgamqKee+khrpw4QIkEgmHUn/22WfMGKJiR6FQ4OWXX4bBYMDm5iaMRiNkMhnUajVLOqk6p+8dGQJXVlZgNBo54JswAlSV53K5RzhGBoOBOwtSoKRSKd5jfPjhhxgeHsb09DTa29tZSgk8iBXNZrMYGhpCKBRCR0cH71ao8zIYDCgpKUEkEmHPAnWP3d3djBtYXl5mMB0ZEcmN6/P5cOzYMSwtLaFQKPB1qtfruQuORCJ4++23sbe3B51Oh8ceewyRSAR2u50FEk6nk6FwpBaMxWIYHR3F5uYmTp48CZVKxfGXSqUScrmcY1BXV1dRVVUFlUrFSWWpVAoHBwe4cOHCl+eg/6d/+qfX1Wo1hoaGHomGo4ONkpy2trZgs9kgFArxi1/8Ajdv3kRrayvu37+PdDqN9vZ2JismEgnGANAFTRcZMSna2tq4A1AqlQiFQsy2cblcbPknzS9JvYibQkYQlUqFxx57DO3t7UwLLCsr4xmcUCiE3+/H3t4eBAIBvF4vhyd/PhuSllrUYpNfIBAIoK2tDfv7+1xp7OzsIJ/P8wFnsVh48UjuzK2tLQ4DIdNQOp1GKpXiyoSUCjRKGRoaQiQSwf7+PoxGI1wPOeIejwfxeByFQgE6nQ6JRAKLi4u8GDcajQgEAkin00wWpQfA/v4+a7iJXAmAF+CUM/vWW28hk8lAKBTipZdewurqKhwOB4AH4Dun08loCUIuyGQyOBwOrK+vw+l0suGKlrkESisuLkZNTQ1++ctfIhqN4vjx46ipqeF9BFX9uVyOQ6EJqUxERQpmJkUJafNFIhGsViu33xQi8fHHH6O/vx8ymYxhchS4LhKJOJzdYDCgqqoKZWVlOHr0KFfyiUQCa2trGB4eZlxGIBDA6Ogoent7OcLyiSeeQGdnJwda37x5k7MNent7sbCwgLKyMgZoUQbxzs4OL67FYjFjmaurq2E0GjkEHHgw8qTu5caNG+jv72flzerqKpxOJ++0NjY2+LqhHGVa3lMubiqVQnNzM++99vf30dfXB7FYjNraWty9e5eDeWiZHo/HGVpGDzCxWIzOzk6sra1xBz04OIj29nYIBALcunULd+/e5Wxmyv6lh5LH40EikWDnPCnWFAoF7t27x2PHyclJDA8PM9eHcokLhQKy2SzC4TBOnDgBk8kEk8nES+T9/X387ne/Y7BgoVDAnTt3cPjwYZ7D9/X1sYyYvC6ECllbW2PMCBVH0WiUR6NfNBz8v8VB/8///M+vJxIJrho/zyUpFArY399nhxjxxAl/Sy5TAHjiiScgl8u5FaV4NJr7lpSUoLq6GqdPn0ZtbS2SySQsFgv/e7TMowAS0sbG43HU1tYykEwmk2FmZgYbGxvQaDQwm82sgAgGg5xiRMu+a9euQSKRMGWQSIWU4COXy9lUc/z4cZ5HUsu6vb0Ng8HAEsHNzU2UlpYyv1wmk2F1dRVbW1s8ciKgWDQa5UqRDEsikQilpaXcBms0GqhUKty6dYuXsXQjfN7inUqlMDg4iHw+D51Oh9XVVTYGAeDYv1wuB6VSyUTA2dlZiMVimEwmlkYSP4UedJFIBAKBgKMbbTYbzGYzJBIJs/0jkQhjL0ZGRthmLpVKuSh49tln+aFM+5n6+noolUqIRCJcu3aNq766ujqoVCp2n2azWV4yEta3pqbmEU4LcYfUajV0Oh3y+TyefPJJrmBp+WgwGNjuTp9/PB7njFBi0FBIeUVFBVwuF+LxOPR6PcdY+v1+uN1uJnLqdDp+MNXU1PBSubS0FJubm5BKpRgZGYHBYOBxxOTkJLRaLYdnaDQabGxs8Kihp6eHnZe1tbVIJBK4desWh6Sk02leLObzebjdbjQ1NSGXy/ECe2RkhJlJTU1NCIfDWF5exr1791BTU4OWlhZMTk6y8Y1GRfTwJ7/D7OwsP+TMZjMnmqXTaZYDU1Y0UR5JGqpQKBCNRmG1WlFeXo5gMIi7d+/yfbuzs8OiAAogIac5yUzpYZTNZtHf34+pqSkIBAJYrVZ0dXVxUMznAYhutxsSiYSXuRSMolareaZOgL3x8XGo1Wo4HA7OFq6srOR9B3VTBDscGhpCY2MjjwTj8TjLhnO53Jerov/Zz372Otm3SZFBbj1yuFH+ZzqdxhNPPIGVlRUUFxejr68P09PT6O/v5zEBzV/dbjempqZw+PBhdHV18VKMftiZTIa5z2tra+jo6MDVq1c51IMAVVKpFE1NTQxAI9hQIBDAzs4ODh06hFAoxLNWejitrKxw1U+5sTR7T6fTMBqNPO+TSCTo7+9HNBrFzs4OVlZWcOjQIfzmN7/Biy++yBjj4uJiLCwsMLqANPgLCwusG6ZkG51Oh+vXr8NgMHCYy8bGBiwWC+7cucM4CLogyZ2YyWSg0WiwuLiI3t5eNn7QXHxrawsKhYIdkMXFxRgaGkKhUEBvby/29/d5xEGJWDKZDOPj46w9pjEMVfA0DqMlVmdnJ+rr69kcJpPJUF5eDqfTif39fcYP056DAs2JuxIOh+F0Otk3QLRKGg/QfmF9fR1vvfUWxGIxmpqasLi4iEKhAJlMhu3tbe52EokEJBIJADwyFqNxBB1CJN+Ty+XsN/j0008RCATw+OOPs8N4amoK1dXV/MAtLy/H2toaIpEIK1SUSiUGBwfh8Xhw7NgxnuMuLy+zs5pYRaTbfvfdd2EymVBbWwubzYby8nJEo1Hcu3cPtbW1CIfDXME+++yz/DMPBAKw2+1McaVZNyF7tVoth+cQRXJra4tHOaRU2dvbg1arZXTA2NgYd5jUORNGhD7e7du38cknn8DlcuEv/uIvEIvFkEql8Nhjj+HevXvo7u7mpezc3BzjuiORCCuXVldXMTc3B7/fj3A4zEbATCaDU6dOMe6Y9jQEhxOJRFhfX2dC7PT0NLucgQfFWE1NDUPnGhoaWFW1sLCA1tZWFgKQY5xk2YQTF4lEqKmpYQYXQQsp2IXCVsRiMUZHRzlbgGCAKysriMfjkMvlEIvFWFhYQFVVFWQy2ZfLMPV3f/d3r9Mogdoh+maS3BEAa8CpcmhoaEA2m4XD4WCkqsFgQDabRT6fx8TEBDY3N+FyuXhMQmiFdDqNp556CsPDw6wDd7vdCAaDjCwllycFh7e1tcFisXDVR6oWg8HAD6ZkMgmVSsWO1qWlJVZ4UOdB8YgELKJD6ODgAMvLy+z2XFxcZF0z8UeABwHZJKejxZzH42GzD4Gftre30dHRwWhVki7SOEoqlaKxsZEX28SZFwqFiMViaGxsxK1bt6DT6bhyEgqFzKLP5XKsgafFMNEPDQYDysvLsbi4yAEMNEIqKytjiz2N6TweD4AHqU49PT24ffs23G43rl69ihdeeAHBYBBvv/02tFot9vb22ClssVhQXl7OTPrp6WkolUpEIhEeubS2tqK4uJi/V6dPn+aD8q233uKf+6lTp3D//n2WCR4/fhyRSISDpuPxOPL5PK5fv46uri5MT09DIpFArVbD7Xbjs88+QywWY3UNqYna29sRCoUQDAZRWlqKhoYGeDwe6HQ65rjQrqmpqYnn3Ddu3MDMzAwfrM888wzy+TzeeecdBAIBfPOb3+TOlwJtqKok5RRJcyl4RaVS8TzcaDRCJBJhdHQU4XCY59kLCwswGAzs+KSPD4Dj/0QiEf9MyZxWVVWFmpoavPvuuygqKoLdbmcyLPkUSDUEPIh6JK4PgcDsdjuuXLnCFfGRI0ewu7vLuQ6ELhkcHMTo6CjvCmikRudGPB5/5HCuexhs89RTT2Fubg4tLS2IRqMYGhrC8PAw1tfXMTAwwBwgo9GIoaEhvPrqqyyZJCUanVFCoZBHdVevXsXx48f54UHRpQD4v5Svsby8jOnpaeTzedy/f58d0pR+FwqFMDk5iZ6eHj5X1tYe0N71ej0WFhbYgftFWTf/LQ76X/7yl6/rdDqWTFHFS99Qinajw5JcaleuXGHDFADYbDYkk8lHHGtutxt1dXWor6/nZc7CwgJjFMg5KRQKMT09jZKSEpYcUntotVo5f5TGDqQxJqa0Wq3mJSexoquqqjhIgSohUglQkhXdKB6Ph52PRC6k1i6bzWJ9fR2tra24du0a1Go1w7bKy8tx+/ZtmM1mLC0tsR6ZwlQcDgey2SzjdmOxGAYHB/HCCy/wYpSwElTlhEIhyGQyzM3NMWebJH/t7e1YXFyERCLBoUOHWF9tNBqxtrYGp9MJrVaLu3fvor6+HkeOHEFTUxN/HaSVJ5RxLpfD5OQkp24ZDAZEIhHMzc0hEolgbW0NCoWCDxoaiRHxkZDLtBzLZDJwuVw8hunq6kIqlcLMzAy2t7fh8/lw4sQJdlaPj49zJ9Lc3IzV1VVIJBKYTCZsb28z9oEyg+fn53kJf/fuXa4233rrLbhcLk5Uqq6uhkajwZUrV+B0OjlLlrKDGxsbsbu7y0EmOp0OdrsdPp8PIyMj6O3t5UKFvq4TJ07wIXzs2DG4XC5e2ANgVUhlZSXLiGmBTu3+3bt3YTabGfQ3NTWF0dFRdvJ+97vfRSaTQV1dHWKxGBKJBE48zJWlYmN4eJhVSKSUIm5TJBLB5uYm1Go1H5403svn82wY3N/fRzqdxtjYGIqKivDyyy9zQTQ/P4+TJ0/yvo46RFL3BINBbG9vI5VKcbAKzdXpvicxBqE95HI5o0d6enoQDofx3nvvIRqN8rinqamJ8RQffvghp46RFJLCjd577z188sknMJlMHGNJRV93dzc2Nzd5fzEyMgKxWMzigGvXruHatWs8CmptbQUAJsXKZDImrdL4eHJykvHdJpMJe3t7aGtrQ01NzZdrRv+rX/3qdUIPUIwWLWBpnke5sDKZDIcPH+axiFKpZJAXpSOl02m2lbe1tXHO7P3799mEQdr5np4edoZSRarX62G1WlnxUV1dDb/fj7q6OpY8+f1+dHZ2IpvNIhAIcNIMafDHxsaYdkfSw4ODA9TX16OqqoplXTqdDhsbGwgEAqiqqsKFCxeQzWbR3NzM2n362kwmExKJBHNyaOaoUqmwsrKCxcVFJkO+8sorbKfWarXMwaGUIMoKpRk3oW3JIFNWVoaGhgZuI4eGhnDo0CFkMhmsrq7C6/WipqYGQ0NDHDuXy+W4MgcegMQoK/POnTtoaWlBVVUVY3KJMDkzM8OMc7lcznGJExMTSKfT8Pl8eOqpp3D8+HGWiAJgtyMpMuhrp1m5UqmE3W5nu7rf78fRo0fhdDpx8+ZNhlJ94xvfQC6Xg1QqhcVigVarRUVFBeMsdnd3Ybfb8fvf/5556svLy6ivr0dvby8AcJbs3t4evv/977OM7s6dOzyfJemhQCDg5XdlZSVKS0vh8XiQSqU4TnJsbAxPP/00jyIAoK2tjcc2zc3NmJmZQWlpKSorK1FbW8uY78XFRSwuLkIqlXKFqlQqeVkrkUhQXFyMbDbLGIDq6mpYLBb8v9S9aXDb53n1fQAS4AaAIAkQBEGQIEBwX8RVIkWt9G7Ju5LUcaOmWSdNp5N2OvN+9LTjJplpO5N0kjaeZOxadhzbki3XsrVLpCRTC/cNJLiAAEnsIDZiJQng/SBd1yPN2/epPzwfHnNGY1umKBL4/+//fZ/rnN8pLy+HQqHgExvByuhBMT09zQ9KsViMwcFBZGVlobe3l+v7rl69ykNekjXkcjnS6TT0ej0/WN5//32WGKuqqqDVamG32zEwMAC9Xo/d3V2cPXsWHR0dePvttzkFbjKZ2JqpVqvZL08BtsrKSiZ4ZjIZxiFTBSUVf5DN+ODBg3jsscdQWFiI8fFxvP/++/D7/dja2kJfXx+amppQXl6O3NxcuN1ueL1e6PV6dHZ28rylsrKSEcvk0rLb7VAqlSgrK+MWrJycHD49NTU1oauri5lY8XicpZ7c3FyYTCZsb2+zc45K571eL4xGI6ampnDnzp2vz0L/L//yL6+3trbyBU1RYhpSEiEQAHuBE4kE7HY7Wltb2QdPpb+zs7Po6urip+Hs7Czsdju3JDU2NmLPnj0cKqKLPRwO8w1MJws6RZBzQy6Xw2QysY69vr6Ou3fvcjWcUCiE3++H0+nkoRAtPrSLJP496f/hcBgGgwHj4+OQSCSchLxw4QITIxsbG3nQS5pxYWEhY3utVitUKhX0ej0Hs0KhEGw2G5eBzM3NobGxkbVkr9cLrVbLXCGxWIyRkREUFBQgmUzynyXNOhgMwmazsZWvubmZMdE0TKPWKXpAAvflN7fbjfb2dvh8PpZGYrEYZDIZZmdn4fV60dfXh+rqaqhUKh7okvxSW1vL3amBQABzc3MoLS2FQqHA2bNn0d3djZaWFqaElpaWslV1YmICi4uLOHbsGEZGRjA7Owun08kD9ampKSSTSbz44ou4ffs21Go1RkdH2YJHvurm5mZUVlZCJBJhc3MT169f58F2S0sLM3+MRiPW19extraGnp4e7N+/H2q1GgsLC5BIJBgZGYFUKoVGo8HW1hbm5uagUCgYe03I6fr6euTn56O8vBwtLS1sF56YmIDRaMTY2Biqq6uRl5fHsyGxWAyHw8HEzdLSUuarUx8qBbCi0SicTie+/PJLdjFRqIeG9vQ+kCZPRecymQzxeBx6vZ5dQ3QfWq1WVFVVQSwW4+rVq5ifn0deXh7r13a7HSMjI6iurkYsFkM6nebB540bNzA6OoqnnnqKC8t7enrw0UcfIRKJoK6ujoNFKpUKIpEIN27cwOOPP85OF+oLsNvtqKurQ0lJCc+9aIBMM789e/agpKTkEUeQ1+tFaWkpurq6sG/fPu6NJlcWWajp/l1fX0cmk0FZWRkmJyfx61//msu79+zZw0wuWrfMZjN6e3sZA/HRRx/h/Pnz/DqS7COVSqFQKLCyssIF4Q8Xvufm5uL8+fNfn4X+l7/85evd3d0c0yaZgY4y29vbzG05ceIEQqEQamtrmV8tEonw6aefYnx8HH6/H3/+53+OTCaDUCiEiYkJOJ1OtiGur68jJycH7e3tzK+mqPHGxgaXFFAoh5KKpaWlmJmZgVqtZp+7wWDA5cuX4XA4IBaL2YJHjI3q6mpOC8bjcQgEAszNzXEBNR3D5HI5HA4HqqurYTQaUVJSAq/Xi5mZGTQ1NaGqqooXWBpO7+7ucrgpHo9jc3MT/f39fMMTHiAQCHBEnBb1paUlfPrppzCbzVxy7HA4EAqF0Nvbi3A4jHA4jLW1NbZAFhUVISsrC8vLy9izZw9GR0cRi8V4YVKpVNjc3ITb7ebTQ0dHB+bm5rC7u8t00KysLGZ8kP5NMKi9e/dCrVZjd3eXF5zDhw+jo6ODHRXkOycq6cbGBkwmE9RqNQ4cOACfz8fF1wTBoh7O4uJivPfee/B6vYhEIgDuNz21tLTgqaeewuLiIstXSqWSuTBUQk7lFVqtFsFgEPPz86irq+MT6M7ODnugqUDa4XDg6NGjmJubQ1FREU6fPs1R9kgkwjhikimqq6uxvb2N/Px8fm3JxvnBBx/g5Zdfxr59+7h7gLIPlGwl5ARZJhOJBPLy8qDX67lztKCgAFVVVfB6vXj77bfhcrm4znJnZwcFBQWIRCIcdDKZTIwHNhgMXOVHCXWqjozFYrDb7di/fz8ymQyuXLnCkh1wPyxlNpt5UHno0CGoVCq0tLSgsbERo6OjGBsbQzgcxsTEBD8YEokEdDod1Go1CgoKsLa2xrZHwpvQHGB5eRkjIyMoKSnBvXv3+FQ2MjKCVCqFrq4ubG9vw2QyobGxEcXFxYjH4yguLmZb65EjR/Dss89CrVZjeHiYXVBEn43H48yFn5qaws7ODrxeL4etHA4HWlpaoNVqIZVKsbm5idHRUZhMJkilUr5+5ubmUF9fj/fffx+pVAqHDh3i+/bVV19FW1sbVlZWHsm9EICPcieXL1/++iz0//AP//D6zs4OF4nQzoSi4cTHPn78OEf/KTFYUVGBc+fOYXl5mXW/trY2TkTS0IKCQYWFhejr62NXAVmqyDJ548YNflFLS0uZAaPVanluUFtby0esu3fv8sKdSqWQk5PDg8+lpSX23VNSb3l5GYuLi9izZw+TOmkHQQukWq1GLBZDTk4O7yDX19c5hKPRaHjQSz5mu93OmGBi7JeXl0Oj0cDlcsHj8aCkpATJZBK3b9/GwsIChy76+vqQlZXFg+xwOMx1f5TEdLvdfKK5c+cOsrKyYDQaYbFYWI/e2Njg75GkNypmb2xsZAkDAOvZpE9nZWVxZyktXvT90U6T9GytVsty2Pnz5xGPxxGNRqHT6bC1tYXR0VFUVVWxZ59gWWTVJKaKSqXinAGd7Khshm7u9fV13Lx5E/v372d723PPPYf19XW2NpLkRAgMYqDU1NTg3r17QjFfKwAAIABJREFUCAaDmJmZ4SwFQew2NjZ4V0klNS0tLZBKpTh79iwmJycRjUaRnZ2N2tpabh8id5ZEImG/+8Msf+qXpTkPucF8Ph+kUincbjempqYYTy2RSJgU2draymAuCh9SCIxYUTSUJ6icQCCAx+NBQUEBKisrsbOzg3g8jlu3bmF3dxdFRUV48cUXuURGKBRCIpHgj3/8IxYWFvDTn/6UZ23EVkqn0+jp6cGVK1ewurrKO1qTyYTd3V0eWqbTaahUKpjNZnR2duKTTz5BTU0NVldXsbm5ia6uLk7MNzU1IRgM4k9/+hOcTicGBgZ4dkDDbEJDkDxIwDe1Ws2QP9rQTUxMwGAw4Nq1awgGgzCbzXC5XDAajVheXuZrkgbEpEaUlpbC7XZDrVbzDIwefllZWejq6oJOp4NQKMTy8jKmpqZQXV0Ni8XCr7dQKEQ8HseVK1e+Pgv9G2+88TqlOomnLpfL8dhjj8FgMKC1tRWHDx9GZWUlo3QJhWq1WhEOh7G5ucnhjLa2Nt5J0M5NJBJxuiwcDvMFSxflzs4O/H4/o2hTqRT27duHoqIibjiiGcLOzg6MRiPcbjesViv8fj8ymQyEQiEHilKpFO9+aSeaTqfZk0/VcOSMIF08FArxDpwko7y8PGxsbGBychITExOIRCLo6urC6dOnEQqF8L3vfY+TnOvr62hubsbMzAx8Ph8jEggTm0gksLS0hFAoxBc2VRuSpki7cgKi0TCRyqdJ0qmsrIRSqUQoFEJ9fT3XBFIyMhgMMm+cYvW7u7sYGRmBzWZjCyPtWkn3jcfjbPnLy8tjuWdnZwf9/f2P0BpXVlZw+PBhHDx4kGUAu93OA2RKOhLxUiqV4vDhw2x1PH36NFdX1tfXcwdtTk4OFhcXOXhHJeEUlFGpVLh79y5+8IMfIJFIQCwW8ynj2rVrLD/W19fD6XRyVV17ezv0ej1/LQr+fPzxx3jssceQnZ2NRCLBu2NCO5MBoLCwEO+++y4ef/xx7OzsYHBwEHV1dVheXmazQSaTQW1tLWczysvL+VS8trYGmUwGj8eDoqIiGAwGLpAhia6srIztfBKJBJOTk7BarVhbW0Mmk8H169extLSE+vp61NbW4ty5cyytHDx4kHXp4eFhhMNhfPe730VeXh4XmdCOemJiAlKpFL29vWx+6O3tRTKZxPHjx5Gbmwuj0cjSIhXIC4VClvIIm2IwGB7Z5V+8eJG5/nV1dYxPoCIPgUCAAwcOPOLWaWxsZEY/zd5efvlldrrcunULdXV1aG1t5et3fHwcbW1t0Gq1WFpaQlFREeRyOWw2Gw4cOMDGg1gshuHhYW52o+AnSXYfffQRD7cfe+wxXhvpgU7tbadPn+aTvs/n+3q5bt54443XiadBlWBkN3zqqaegVCoxMTHBVXByuRw+n495MSaTCU1NTWhtbcWRI0dQVVWF6upqjI6OQqfTcfjA5XJhdHSUfdW0EyeaodfrZZSuWCxGX1/fI3Y9s9nMx2kKuFRUVPCRj/RP6rglDIJEIoFMJmPmBgDuJKWkq8ViYeYKpd5IriLbG6EAqGCYBpr19fWsj9OxfHR0lLky4XCYwWgUO6eyFippoGAY6bYKhQKff/45e7dpQCQQCBAOh/HEE0+guLgY4XCYQXJULUeIZUos79mzh+cSxNmn4BA1G1FoxOl0sn+d+mCpMWtxcRHZ2dmsZzocDi49qaqq4qH01atXuSVodnYWUqkURqMR4+PjaGlp4VYlv9/PhSrkvBIIBHA4HMwiJx+1UCjE6Ogo6uvr2W6pVqtRVlaGuro6TE9Ps32Rej0JuJeVlcXtSWSv1Ov1nDEIhUJoa2vj3gLi/EskEhw9ehRarZa97zabDZWVldydPDU1hebmZpSXl3NbVnFxMTY3N3Hnzh0UFBRwgjg7Oxvj4+OQy+WYmJjAjRs3YDAYWMOura2FVqtlxxbxgsxmM3p6ejA8PIwvv/wSPp8P8XicA4G///3v2Z9Pp2fCQnd1dWFnZwdnzpzB3r17GWNit9vR3NyMo0ePcv/C5uYm399EMCVUucFgwMbGBg4fPoxAIIC1tTWuOszPz4dcLucFlWyuQqGQQXnPPPMMsrKy8MEHH+Bv//ZvufCF7leSi5eXl6FSqZi31dTUxLbpQCCAkpISTtHfu3cPa2trqKmpQWdnJywWCz905+fnYTAYuByIZnNqtZr/7rW1NWRnZzMOgk4ck5OTj9Atieork8kwPDwMmUzG18/XSrr5xS9+8XpVVRVyc3O5wV0kEiGdTvNiEo/H2aNOR0+r1coSQVdXF/Lz82E0GjlEROEechQEg0G2axIzhG5AKmSmppvKykoMDQ2x5k74VYqA63Q65tsYDAZ0d3ejrKwMDocDRUVFGB0dxf79+5kTQkc7GriRl5hq9zY2Nh6RZygSTbZH+r5Ibya5iSQG4P7Dg4aHFJkPhUL8PVFPKLXa1NbWYnR0FJFIhJPCc3NzLFcR8MpgMMBgMPDwMysri0MkWVlZ2N7eRjQahd1uZ5SDw+GASCTim0IikXDRO9ngJBIJysrKIJFImDSqUqmYBURHXmKWUIesRqNhyqDdbkd3dzdSqRSCwSBu3ryJgYEBLC8vw2QyQSKRQCqVsmTW0dEBvV6PSCSC9957j50c5KAQCARYWFhgaWx0dJRnNMePH+fj9cbGBhfjJBIJTE9Po6OjAyaTibMJQqEQZWVluHbtGst6NPyjoB5lQ0juo9yIRCLB5cuX0dXVhaWlJWRnZ6OkpATvvPMO2/wqKytRUFCAxcVFFBcXY2VlhV0marUaoVAIjY2NaG5u5sKMq1evsnceuO+M2rNnD9bX15kqeffuXebh04CbXluyR8ZiMa66pIWQ0MEtLS0sUen1eng8Hhw8eBDA/Z6B3/3ud1heXkZDQwMaGhqQm5sLj8eDpqYmxGIxlntcLhfPoehEShunmpoafghEo1GmaZI8SGFImUzGu/KLFy9CoVDwbGNiYoJDTCRPEZOKQmBTU1P8EAbAD1SizjY1NbFRJCcnBy0tLfjss88gl8vh9XrR1tYGhULBvcA0M6AU89zcHKqrq1FeXo7Tp0/jwIEDbMF1Op1YWFiAw+FAbm4u/+x0En/gAPz6LPQ///nPXycHDO0aaReSTqfR0dHBwyBKx6pUKtTV1XGTETX4UKP62NgY86YJy0svks1mYwself3m5ORwEXZpaSn7gAm/+vbbb0Mmk+Hs2bPo7++Hw+FgB0x2djZbM6VSKUpLS6HRaJDJZGCz2XhYBOARZIDVakVZWRlbMtVqNTQaDcLhMHvxDQYDRCIRp2KpRYo4Ig87hii4QgExai0ymUxsDaXoNyUqh4aGOI2q0Wh4ByKRSLCwsMAkSp1Oh83NTQSDQdTX1yOZTLIsRicWkpkGBwe5uYcwy/R9ktuGwkPEhSHrGP1/krXS6TS2traYnU6nOlocYrEY8vLycO7cOUgkEm5+UiqVUKlUTP4Mh8PYt28f5HI57/Lj8TgCgQBeeuklVFRUcOKQiiMIsXH06FEO89HQjpxDEokEn3/+OTQaDeMorA/Y+XQNWCwWdHR0MHKYBqJtbW1wOp1IpVKcjfB4PNjZ2WE+DFU1lpaW4tSpU7BarXC73VyAbTAYmG9OARzi8Dw8tLPZbDzwpXuAFiGZTMbDa9o8EDeGsNmrq6tIJpOs25O86fP5UFlZidbWVuzbtw9arZb56vX19Th//jxUKhUsFgufiAl70dbWxi1beXl5PFejpi5qUCNd+mGwH50Ykskk73SJ1mkwGLC1tQUA2L9/P15++WVEo1Hcu3cPN2/e5IGw7kFJuVgs5jAjsXXC4TCMRiNqamrg9/u5T5dyNn/6059gMpngdrvR2trKBTyUqO3t7UVubi5aW1tZCiTZ9N1334XZbEZzczM6OjqQTqfZsknSz9bWFhQKBQYHBzmgSW6vTCbDnKavlY/+5z//+etFRUV8ERHaVCgUorq6GnK5nOvDzGYzBAIBF1ZQm/zs7CwkEgkqKipgNpsxODjIiVkAfHEsLS3xbptKqqlNfmZmhgs6aJFRqVSIRCKwWCzYv38/wuEwqquruYOVNNiSkhLGj4bDYTidTpw9e5Zj+E888QRr+AsLC5iamkI0GuXIPu3EFQoFAHDdXE1NDSOGd3d32c9LNjU6LpNunpOTA61WyylO+rpUoGKxWNgl4vP5mE9Dx1/y1C8sLDCoi47jY2NjvGPMz8/nYnEaDEmlUj7NCIVCDh5RlZ/RaHwEDEd2OKlUCrFYDLvdjo2NDa4tpFJ1Kmcn2YNIjuS9TyQSaGhowObmJmZnZ5lBQ+z1cDgMpVKJ8+fPo7u7G1tbW/jiiy9QXl6OAwcOoKqqClarFcPDw8jNzUVVVRUKCgrgcrnQ2dmJkZER3lzU1tZyOCeTyWB+fp6Hr8TNIf3b7XZzqppgZsT1oddVqVQyy4kyDNSFK5fL8eWXX8Lr9aKsrAxDQ0MA7qeHW1pa+B6gLEQ4HEZXVxf36cpkMi5cmZycZFzu3r174fF4kEqlOOBz8+ZNlJeX83t9584dHs6Tpa+7uxvl5eXcx9rS0oKGhgacO3eOW87sdjubGWQyGZd/yOVyuFwu5Ofno76+Hg0NDZxgdzgcHLCzWq28EXn//ffR0dGBwcFB6B5w9wFwbR8xoOjETV0IAoGAy4GampogFAq5mpGosFRORDZUv9/PdmNKvdODhlDhcrkc+fn5WFxc5PuXTAnJZJJddjQ3yMnJQSQS4XlcOBzG6OgoD/KbmppQU1PDZTrxeJzbyQj9sbCwwBWNLpeLkdQEFvz888+/Xgs9oT9psi8UCpGXl4fvfe97fJTLy8uD3++HRCLBzMwMt68QPIpKB4hwZ7PZGHlMg7vt7W309/fDZrMhEAjA6/Uy7Mput8PhcGB2dhZms5l3QiKRCHV1dZDJZHjqqacgEAhw5swZHD9+nL28drsdAHh4dePGDV6wiOZoMBgQCAQwPT2NZDLJISgqKL537x6Xb1NgZHd3l4e7FIDZ2tpiWYFSezqdjmWPzc1NzMzMsLeXdqukw1JknC560p2B+46NUCjE3m5qHyJsKg0dKbFIVMaqqirk5OTwzeh2u1k2sFqtWF9f5wJtWqRpt00hnZmZGUxPT8PhcCAQCKC3t5cXB0pyms1mnlPEYjHs3bsXDQ0NnE6m4A6RCGnuEIvFuJP0iy++gMPhQHFxMerq6rCwsMCWysXFRTQ3N6O6uhpqtRq3bt2Cx+PB8vIyDxgrKirwr//6rzh+/Dhu374Nq9WK1tZWpNNpbG5uMvLWYDBApVLxNUWLRXZ2Ngf0kskkL3glJSUIBoO4cuUKL94ulwupVAr19fUc4mpubuYGNEIH37lzB+Xl5Xyd0EPnwcAOAwMDkEql6OrqwpUrV/DKK68wzntsbAwOhwM2m43JopT4pNkVGSWEQiEOHjwIh8PBvaXEy4lGo9jY2IDRaEQqlUJ3dze7aCoqKlBZWcm6vsvlwtmzZzmnodVqUVBQgJWVFe4t3traQnt7OyYnJ2EymRAIBFBaWorc3FyG742NjaGmpgZ6vR7l5eUMn5uYmMDIyAgaGhr4NSQMMDVmra6uYn5+nh+qFRUV2N7ehtPpRFVVFfOeCJdOp47Z2Vmsra1he3sbL730Ej+sid9fW1uLwcFBqFQqNnvo9XpcunQJe/fu5Y2ISqVCNBrlNDpdY4FAAEtLS2wlpRkiWaFJ4sxkMl8v1s0bb7zxOiUHabcqEAjQ39+PmpoaRvVS3ZnH48H8/DyCwSAaGxu5LFwkEsFisWB2dpb1+XA4DIVCgVQqBeA+YdFmsyEWi2F+fp6flFtbW+yoEQgEnKSkhBvtvglERQlbOuJSOxX58evr6/n7OnToEN8kZrOZd4M0sNVoNLBYLFhdXWWMcjKZ5KZ7smZubm7CarXyz7OxsYHOzk7Wdkm7I7olIYmXlpZQW1v7yIMiGo0iEAigqakJq6ur/GAlv7xSqWQEhNVqhVarRSAQQH19Pds9rVYr68R0NCXuf2VlJZqbm/k0RlyapaUllnW0Wi2KiooQjUbR0NCAubk5DoeQbLC4uAiVSoXi4mKkUilcvHgR6+vrKCsrY257YWEhEwzJapmTk4MzZ87gzp07eOmllxAKhbhnk2imlE4MBAIMTRsYGIBcLoff78eZM2f465aXl6O/vx9+v5+lBXIXETAunU7j008/hVqtxmuvvcbZi0wmw5RDl8vFuGCSCWw2G4fMaMFYXFzE1tYWrly5wi60h3d7k5OT6Onp4ZOHWCxm/71Go+EgndvtRl5eHqMlqqqq2MFBuOG1tTWWGXp7e/HWW28hmUyira2NT7YUFioqKsL169fh8XhYCgGA5557Dnl5eVCr1SgpKUFlZSXOnDnDxghiwFCjF2nPVOoBgDduZ8+eRXt7O4RCIXp6euDxeDhId+PGDXR2dnL71759+5hsS6gR6rvt7Oxkfz2dTIRCIdbW1jAxMcEJbQDY3NxkbAIFHAEwS8lmswG4vxEaGhqCx+NBXl4ejh49yrkc2ow6nU6YzWZ2W3V0dOC3v/0tZzWMRiPsdjt0Ot0jNZeJRAKXL1/G8PAwlEolVldXUVdXh/Lycjz55JMoKirCxMQEFzFJJBKcPXv267PQ//KXv3xdq9UyvEssFnMdGenR1JhON6Ver2d3zvr6Og8O6WIj65pYLGbA/+7uLra2thAOhzE2NsY3LNkb6alPzh9i7FBdHiEOxGIxzGYzUqkUmpubMTg4iPHxcSgUCtjtdty7dw8vvvgiKisrkUgkGE1MwaKioiL20xJTxOfzMSOjoqKCdwwKhYIDR3l5ebzAtLW1obi4mGcZ9OZTuCIQCGB0dJR3OlS+MDk5iVAoxGgGkhaI5y6TyZhOmZubi+XlZeTl5T1iA6UdmM1mg9lsZszA/Pw8pyBJVkgkEuwgkslkXHheWlrKDyWaK2RnZ3OnwL59+x5pSjKZTOySoNnC1atXucFHKpWyPk+OqKeeegpdXV1wOBz48ssvEYlEIJPJYLFYkE6nUV5ejrq6Oi73iMVifFqigZpOp0NeXt4j2Ylbt26ht7f3kQU0mUyyg4kCSxaLBbFYDJ9//jnUajX8fj+DzsrKyvjBRLjl8vJypi4SWbShoQGlpaVobW2F2+3GxsYGcnNzUVlZyU6jaDSKUCgErVaL2tpaXtQIv0wPHL/fz0NFitWTmwO4HwQDwJo4seLn5uZ4kxWNRjnhvbS0hEgkwqlgqgqkHSgltMkjvrGxgUgkgpWVFZYyaFNDyAiSswoLC7G8vMwyES2g1KwmEAig1+shk8kwOjqKdDrNcpjf74dQKIRUKoXD4cDo6Cj72ktKSrhJrKKiAnV1dcx+V6lUuHDhAoRCIcbHx+F2u1kyam5uRmlpKVZXV9HU1ASTyYT+/n6UlZVBq9Xi9u3bXKL+ILEKsViMF198kRlcOzs7GB8fZytyUVERxsfHsbm5ySTLrKwsdHZ2Ih6Po7W1FdYHhUK02d23bx8Xn1RVVeHUqVNfn4X+zTfffP3ZZ59l29CxY8f4Se5yuTAxMYELFy4gmUxCpVJxYIMaXqg8oKKigiUdGrLW19djfn6ehy3b29u4ceMG4vE4/H4/DzUfhqjt7u5yizz9XnZ2Nsf8u7u72WlCQ1iz2Qy73Y6jR49iamoKEokEPp8POTk52L9/Py5cuID6+nrIZDKsrq6itLSU05oUdJHL5di7dy+3RFHJQCQS4WFuSUkJLBYL7t27x5JPLBZjayMR9mgxpV3iysoKLBYLW9tycnKgUqnYx0uWykAggIqKCt5BRyIR5OfnY2tri4MuxcXFfIym4SQlj0nSKSsrw9WrV7mInFKGkUgENTU1KCwsRF5eHoeQ6EZWq9XYu3cvc4Jo6JrJZNg+qtVqOdimUqlQXV3NjijS+7OysuB2u/mkQh28BK3a2dnBK6+8wmwdKocJBALw+Xys+9IRnvRZssrREJkyB/X19UwVlUgkWF5e5hIWkUiEkZERzM3NcThOo9FwtwAhhv1+P9c/EtrZ5XJhbW2NC1yoqIR6blOpFPcRk9SzsrLC7Bun04mJiQkUFRVBr9ejuLiYv2cAnO1oaWmBy+XC6uoqVldX4XK5UFRUxDtxo9HIGOJIJAKfz8elJNXV1fyeEWRNIBDwkJcyLQ6Hg51vFG4jTg+V3VDK1OPx4PDhw9jY2EBeXh5WV1eZr0/3IiV/Q6EQPv74Y3R2dvK6QH+usLAQCwsL8Pv92LdvHy5duoTR0VFkZ2djeHgY0WgUCwsLqKmp4R4GkUjEXbK9vb0c4KMHXFVVFZRKJZqbmznX4/f7oVar4Xa78Zvf/AYvvfQSDhw4gOzsbJw+fRqPPfYYNBoNqqur+Zro7e3F1NQUZydWV1e5etNmszHGnIKbdALxeDxobGxEdnY23nnnna/PQv+73/3u9Z/85CfczBQKhbgubXd3l6l2JG2IRCJMTk6yNY3i4G1tbRgfH2cvOu2IZTIZjh07BplMhlOnTrHeSF59AKztkeMiOzsbIpGIuy1pAY1GozCbzWhsbEReXh50Oh1OnToFp9OJgoICKBQKKJVK9tcqFAqWBZqamrC9vc0kPuKxLC4uYmVlhRf53d1d5OfnY2xsjFOT+fn5vPMHwO06brebU48kH5CLgEieOp0O6+vrvFgQu6O3t5dvmPHxcZbJqBhZrVazfZLSosQUItmCpKetrS3eoYrFYly5coWZKNTkQ1RDGpAWFhbCbDbzaYVY5lQIv7a2hrW1NWRlZTGITiAQMPNmamoKwH1sMzk3PB4PotEopqam4HA4+GY8dOgQ68NCoRD19fXshV9fX2fAFx3NJyYm8Nhjj6G1tZXzFVTJGAgEcPjwYZSUlPBpUyQSYWVlBVKpFMlkElqtlucQNJdwu90M3CMsbUFBAdxuNzuUUqkUpqen+XS3uLjID0EAvKO9fv06JzVVKhV8Ph92d3dx+vRp/vo0OASAnp4eBpOVl5fjN7/5Df/e9PQ0o3sHBwdRU1PDJwUKLFEVJF2LHR0dsFgsiEaj+Lu/+zvcunWLNfKRkREcOXKE5cmCggLY7Xbcvn0bPT09KCwsxGeffYbOzk5elN99910UFBRAKBSirq4O+/fvx7Vr1xCJRLB3714mmep0Og52EUQtk8lAKpViYWEBvb29HFqkwvUPP/wQ3/jGN7gdqqioCJcuXWJIIiHIiSU1ODiI1dVVPP744/w+0iaCrM0kX5WVlcHr9TJXanBwEI8//jhbm4lwS/TP7e1t2O12xpjQpoEslmq1GjMzM+jo6GAY3dbWFtuuP/zwQ04ZWyyWr5fr5te//vXrKpWKd0GhUIg1ZpvNxrslrVbLpbpbW1uQy+W4d+8eGhoaoFKp2NtcU1ODrq4uvqnJa7+4uIjV1VUO7ZBNjv4JgHc6xAUhP3RWVha3B2UyGdTV1XHJh9VqhcvlwvHjx5liRx5z4mFYrVZ0dnYikUjwMNTn8yE3N5e/NnCf8tje3g6v14vt7W1UVFRgcXGRdxwXLlxAcXExJ2hFIhFzR9bX1zE9Pc20Szq6U0NSIpFggp5QKER3dzdyc3MhFovZn7+1tYXTp09DIBCgp6cHyWSSPfJUBBOPx+HxeNhZIJFIUFpaikAggHQ6zbRRrVbLSAa3243a2lpkMhmMj4/zjjknJ4cbloqLizE1NcV8fSp/oZMC8cr1ej1KSkq4ZWxgYAAAmE6o1+thNBq51IPeC8IOkG2OoHlUuzc0NITy8nKk02nMz8/D6XTyiYQKYm7cuAGFQsHe/a2tLWxtbUGpVLIrwmq1ctMX5UPW1ta4pN5gMCAWi2H//v3QaDR4++23MT4+zlkQgUDA8yEK2FFys6ioCDs7O5idnYVYLGa2vdPpRHFxMcbHx+FwODhcVllZic7OTrYmvv3224zM9Xg8CIfDLCd6PB489dRT0Gq18Pv9OHr0KBKJBG7fvs1uJJlMhnA4jO3tbe5yjUajXDwiEAhQVFSECxcucOfw1NQUl7tnMhlum6LOgomJCU6b06kjKysLV69excrKCm8Y7ty5A6VSybTU8fFxLl8huzAVgldWVmJ3dxf37t3DE088ge3tbT4lWSwWbGxsQCQSQalU4oUXXsDa2hqbKqgJ6+mnn0YwGMR//ud/wmw2IxAIsD9er9ejurqaexqmpqbw3HPPsTGELNQUkiTNnfz6hYWFPPsgtYFCl8lkkgfzOTk5fA9kMhnU19dzS1dJSclXlm6yv8pCLBAI5AB+D6AZQAbAXwIwA/gAgA6AFcA3MplMQHB/pfwVgGcAxAD8RSaTGf/fff14PM7DJ4VCwS0u5M0mrCql58gq6HK5uG7M5/NhZWUF2dnZ2L9/P27fvs0yCbX50LFaLBYjFoshkUggPz+fvweyBNILST5dutnI552dnY2bN28yhOzEiRNQqVQwGAxcd9fR0YE333wTL7/8MgdrwuEwHA4HpqenYTQa2XNN2vetW7cA3PfXk2UrGAxyuEYoFCIQCMBgMCCTyfCQlCyWdNOR5DA7O8vas1wuR09PD2pqarCxsQGVSsXhlO3tbWaQDA8PI5lMctGBUqnE9evXEQwGsba2htdeew1ut5sxAyQv0I6PdvwDAwNYW1tDa2srRkZGoNfrmTQokUhQX18Pt9vND4aH8xBzc3PQaDScGiQO+tmzZ5lsmUwm8c1vfpN94cD96kWVSoW3334bFRUVXP5BCUrqQn3//fdRUVGBvr4+RCIRHs4+/fTT7LZ64okn0NraytLFlStXsGfPHjz99NO8UxaLxewAiUQiqKiowPLyMmpqarhw3mw2Y2RkBIODg/izP/sztnIqFAoEg0GcOnWKnS4UrKP50tWrV5FIJKBQKHDy5EnuwZXJZOjr60MqlUIgEGAEyKFDh/Dtb38bb731FgBw+pcyGW63G3q9Hh9//DFOnDiBzc1NKJVKRlQQ/zydTqPwCkdVAAAgAElEQVSqqoqtrouLi2hsbMTU1NQjRT9qtRoikQhffvklS2b0fm5vb+PmzZs4evQoVldXce/ePfz93/89X1s7OzsoLi7m+6qtrQ1NTU24c+cOnnnmGcTjcfzkJz/BpUuXWBrMzc1lGS2dTuPy5cvY3d3F888/z+8JoYrLy8vhcrlQWVkJ4P4QNRKJ8Em7qKiIzQx0Giei5XPPPYeenh643W689957jOAg779Op8PS0hL27duH8+fPo6qqCk8++SQTJZeXl6FUKtkRRXMvqkMkcOP58+cZO3348GE899xzmJubw7Vr1yCRSHD8+HEA4NML1Sj29PTgzp072Lt371dZvu9fC1/x834F4EImk6kH0AZgHsD/A+BqJpMxArj64L8B4GkAxge/fgjg3/+nLy4QCBhgRcGndDrNST/qC/V4PDCbzbh48SLvTIkumZ+fj/7+fqhUKoYeAcDdu3cRj8exsLCApaUlAPc99dnZ2fy0pB0uVcUB/6sYIZVKsYYfj8cRi8XYJXD48GEAgM/nwzPPPINkMonCwkKo1WpkZ2fzIMdgMKC/v/8R7K7FYuHjeCQSwcbGBsstFosFFosFjY2N8Hq9mJycxBdffIFwOIyf/exnaGhoQE5ODkfiiW1OrhE60lKAS6VSoaSkhHHG09PTzMS+cOECP1QI50xDY6FQiEgkwqExsViMhYUFKBQK7vUkDZYkE6lUCrlcDoPBwAUd9ADa3d3FoUOH0NPTw61eVP5OkplSqcT09DQP3mnIS7t7isWTRCQUCjE9PQ2hUIjOzk7cvXsXFosFw8PDuH37NmZmZjgFTRjhzc1NDnDR5zocDrhcLmRnZ3NnAACWuUgK9Pv9sNlsGBsbg8fjgUqlwuXLl7lmUq1Wo6KiAlqtFnK5nOWBAwcOsNuLQnLU5kRVgZQc3t3dRUFBARKJBMrKyvCNb3wDOTk5DFmj3MXIyAhWV1extbUFjUYDr9cLqVSK1157Dd/85jfZl63T6TgHQLOnc+fOobOzE6FQCO+++y6cTienydVqNfvPSaaZmprC+fPnUVdXB7/fj6KiIk5Ak6zm9XoxNzeHpaUleL1e9Pb2YmdnBzqdDg0NDVhaWkI6nUYwGMTzzz/PJ9mdnR0sLy/D5/Ohrq6OuU63b9/GxsYGD1Zra2tx5coVLC4uMuq3s7OT09upVIoNCsT9IXrs7du3MT4+jrm5OVy5cgVlZWXo6upiOBsFs+ghIBQKYbVa+QF06NAh/OhHP0JpaSmXB5lMJmi1WlYFHA4HnzDooen1emGxWBAMBvlkee3aNdy5cweJRAIej4dP84uLi9je3ubkNJkBtra2+MTb1NTEnzc5OfkVl++vsNALBAIZgIMA/gAAmUxmO5PJBAE8D+A/H3zafwJ44cG/Pw/gncz9jzsA5AKBQP0//T11dXWoqKhAbW0tdnd3MT09jZaWFhQVFcHr9eLcuXP44osvsLa2BqvVinv37mF+fh4KhQJbW1uIxWLIysp6xG758A6DnqxZWVkAwBc8STS5ublMsSNdnnR8AowRaphKkisrKxGPx2Gz2fDb3/6WIV9yuRzvvvsuF0sUFxfzSYKsZ7S7pLJzyg/I5XIolUpUVlZyGGdhYQHT09O4ePEiKioqEA6H2elRXFwMoVDICFeRSMRtOpWVlZwcpdBLMBhkwqNIJMLAwACnLSnSLRQKsW/fPmbQA/ftkoR2pqq1vr4+ZmoTGZF2thsbG9w5KhAIoNPpoFAo2Ds8PT3NHmWNRsNtR5FIBEajEZubm2hoaEAoFOK5Denq2dnZcDqdGB4eZs4+AAwPD0MkErHUU1dXh5aWFgQCAaYrikQirpaLRqO4cuUKtre3uS/19u3byMvLY7krLy+PO0RtNhs++ugjbvgpLS1FNBrF3r17cfnyZbz33ntIJpPwer04ffo0JicnUVJSgs7OTvT29qK3txdms5nhawDQ1NSEkpISHrSdOXOGZz06nQ65ubmYmZlBIpHgoNri4iKWl5cZUGY0GlFWVgaXy4UPPvgAfX19nJolmFpNTQ3Po+hBG4lEeHNFHcLkwNre3obuAeK5oaEB3d3daG9v5xpKumaGhoaQSCT4VGS323H37l1uohIKhdDpdKiqqmKUw9DQEMsZZWVleOqpp3DixAlkMhnG987Pz2N6ehoCgQCXLl2CRCLhbtjZ2VnMzs6yNEj3/ssvv4xjx46hoaGBGfeNjY3QaDRYXFzExYsXMTc3x/Os2tpa5mvRzx+JRDjXkE6n0d/fj29961tobGxkP34qlUJjYyMymQyjiylLQol7yhTQDEypVHJ+5Lvf/S4A8Ea2oaGBnTinTp3iZPPIyAjPrcillU6nYbPZsLW1Bbfb/T8u8PTxVaQbPQAvgLcEAkEbgDEAfwNAlclknACQyWScAoGg9MHnawCsP/TnNx78nvPhLyoQCH6I+zt+5l8fPHiQB47k+ACAoaEhBINBXrTpzaFdKAVISOLx+/18LFWr1byrFAgEGB4eZg5GJBLhhZ8W9dzcXF70c3Nz+Ri6s7PDU3cqaSAAFXD/mDw4OMgaI2nDDQ0NCAaD2NzcxPT0NO7evcsLSDwe51MJ4WEpnEWhKZPJxLIVYX8p2EJHc4Kbmc1maDQaOJ1OyGQyDnHRQJucSL29vVhaWmIiZSaT4Qtqd3cXLS0t0Ol0bDklxg0RBj0eD27evMnD1Y2NDezbt487NJ1OJwPJKEFM9ju5XA673Q6n08lyT1ZWFqxWK4D7dZGtra0A7pP76urqkEwmGSEtl8vZrULH45aWFiwtLTGWmfjtRqMRXq+X5zkmkwnpdBoDAwOMDKDjtlKphEgkwre//W0MDw9jz549/DqHw2EUFxcjk8ngL/7iL3Dq1CmcOHECIpEIDoeDXydyIJ07dw7FxcX8MJZKpbhx4wYbBra2tpDJZPD5559DJBLxe09Qqw8//BAKhQJPPvkkLl68yLs+Gu4WFxdDpVKhvr4eiUQCfr8fiUQCjz/+OJqbm7lzIBQKoaysDF9++SXa2trg8XjQ1dUFr9eLWCwGi8UCsViMkydPsk5OILZEIoHi4mJeVHw+H/R6PVZWVlhKGBwchN/vx969ezlJ2t3djVAohJycHJ4DUPpVoVDgwoULXPhDCeM333wThw8fRnZ2Nvv/M5kMbzbInkuhv/X1dWYGGQwGAGDdu7i4GOvr6/B6vbDZbDh06BBSqRS+//3v41e/+hXq6+u5W5c2IYFAADs7O1xoHo1G8d577+Eb3/gGRCIR3n//fUgkEvT09MDr9UKpVCI7O5udOE6nE7du3cLjjz+OgoICKJVK+Hw+WK1WNDc3s+JA8w3qTC4uLkZ/fz8UCgU0Gg3y8/NRWFjIp5bjx4/DarWiq6sLEokEGxsb+PnPf47Dhw8jmUxyheRX+fgqC302gA4Af53JZO4KBIJf4X/JNP/dh+C/+b3M/+c3Mpk3AbwJAHK5PON0OuH3+6F7UOJLZR1kn8zLy0MoFHokUZhOpzEzM4P29nZeMCYnJzmSf/ToUbz44ot8tHW73bh+/Tq7bgQCAWvfVEBMiyIFp8haSTIPOWKIs1NcXIzGxkYmAJKEceTIEQaDUck4hW0Iqezz+XD06FHWKkknpcQjWQj7+vrgdrtRU1ODt956C729vQgGg/xzUNqS2n0obUhzjpycHIyPj6OyshJlZWVYWVlh3khhYSEAsLVNp9OxbDU3NweXy8ULNlXCkRuDuDg0RwHAELZgMIhPP/0UJ06cgEwm42IVv9+P7u5uzM7O8veXnZ0NvV7P7wUATtPu37+fUQCZTIYJnGQdpcVie3sbDocDAoEATz75JEPj5ufnMTw8jBdeeIEf8DQY7e7uxsmTJ7G4uMghrMuXL3Oegx5KlO5Uq9X4/e9/j/b2diaDPjz8o2Fee3s77952dnbwu9/9DidPnoRUKoVSqcTS0hI+//xzPPvss7hx4wY6Ojrgdru5lObQoUPIzc3F0NAQVlZWkJWVhWeffRanTp3C2toa2tra8PLLL2NpaQkNDQ1IpVLc5iWTyVjqoHj/5OQkioqKsLq6yv3KsVgMTqcTRUVFsNvtjzz0yFpLg+aHX2Ny+OTn56Ovrw8dHR1ck5ebm4tkMom5uTn09fVx1qKwsBB1dXVYX1/HwsICTp48iVAoxL22zz33HAeGIpEIdA8Y7hUVFVy0E4vFYLVakUql2J1H2GKFQoGioiKYTCZ0dHQgmUyioKCAgXAPmDA4ePAgYz7oXpFKpcjJyUFdXR27gohT5Pf7EY1G0d/fz21zVquVH/BUgES1mhaLhZPL//Ef/wG3282DY3of8/LyeLhNdllSDEpKSvCHP/wBqVSK7cIU3guFQpiamsLx48c57f1/eqHfALCRyWTuPvjv07i/0LsFAoH6wW5eDcDz0OdrH/rzFQAc/7u/gIZFtGhSbVcmk8HU1BREIhH7yQkgRl2yANjuR1a/sbExZqAUFxdjd3cXx48fx9LSElpbWzE2Nsb6IGmwtMMQi8W8yNP3RqXL9BQtLi7Gt7/9baysrDDYihYRYrlYLBYOFgHgOry9e/fi0qVL91+YigreQYnFYlgsFh42ulwuNDY2YnNzE8B9SBK1Sq2trXGZ9sLCAjKZDFZWVtDc3Ix0Og2TyYSuri723545c4aHuolEAhqNhrs9dTodGhsboVarkUwmMT8/D7PZjOnpaezfvx9GoxHBYBB37txBY2MjIpEI8vLyUFdXx0UpBEsbHBxEX18fe+b379/PIaN4PI75+XnWHxsbG5nJolarcenSJdhsNnR3d0OlUuGzzz5j+6HBYOD3o729ncNnk5OTaG5uxvr6Ourr69mdMDk5ifr6etjtdobFxeNxFBYWoqCggMFwAHgo/+KLL+KLL75gv/KdO3dYBiJE8NTUFI4dO4bNzU2cOnUKL7/8MnJzc1FeXg69Xo/p6Wl88MEH+Ou//mvk5ubC6XRiaWkJRqORmTR0837nO99humY6nYZIJMKvf/1r/PSnP8XHH3+MV199ldPeP/zhD3Hp0iWYzWZkMhncuXMHGxsb+PGPfwwA3HpkfQDJo03P4QfdrseOHUM0GsXi4iLm5uZ4jjIwMIC2tjYkk0lMTU1hdXUVjY2N2NraQigUwu7uLjQaDS+wFE6j3XsgEGAHXCgUYl+90Whk6bO8vBx+v5930nR9E+Of+iGoCIgawjY2NlBXV8eZBDpBf//738fU1BRsNhtaW1vR3d2NyspKrK6uQiwW4+LFi4wqob5dvV6Prq4u5vtMTk5Cp9OhsLAQsVgMFy5cQGVlJV555RWk02loNBqehWxvbzMGXCQSsVQ2OTnJMwWyZV+5cgVOpxP/9E//xK1alLAlu/bg4CCMRiOMRiPPHLa3t9HS0sLmhpdeegk+nw8ejweFhYUYHR2FxWLBsWPH4HK52H1Is8Kv8vE/LvSZTMYlEAjWBQJBXSaTMQMYAGB68OskgF88+OenD/7IfwH4qUAg+BOAvQBCJPH8/33k5OTg0KFDbNEiRCy1L5Efl9wwpJ/Rrp52VPF4nLGfFouFh3rHjh3Dl19+iYKCAvz4xz/GJ598gosXLwIAc7pJMwXAO3nS4+mBQkUBf/VXf4U//OEP2NnZwcmTJ+FyuZCbm4tPPvkEJ0+e5Ak/peSo+5IWl7a2NsTjcUxPT7PbiB5ccrkcjY2NkEqlTIUk/zNZGQkLMDc3x2UstLDt2bOHBzjE6LDb7bzT1ul0MJlMXA5OGF+SGWgoF4vFMDIygtdeew0AYDab4ff7MTAwwK8ZlV0Tz6e5uZlnGeTcyMnJ4fILalp65plnoFQq4fV6sbCwwOXJer2eWUXUunP48GH28z/ccATcX1DOnTuHhoYGdtNkZ2ejoaEBFy5c4AfdiRMnMDo6Cr/fj+bm5kfspjKZDD09PTCbzVycnpWVhdHRUayuruLf//3fce3aNTQ0NHAe4O7du/B4PHjiiSc4tKTVatHb24va2lpsbm5CKpViYGAAZrMZ6XQa586dQyQSwcmTJ/nEVF5eDq/Xy8Gu559/HqlUCrW1tZiZmcHOzg46OjqwsbGBjY0NnikJBAK4XC7uAiASKGm+YrGYH7YUqDMajejs7OShZyaTgUql4vAe1VdSO5dcLsfMzAxWVlaY0x4KhdDZ2ck7eJrFUBsUDbSFQiEmJiaQn5/PzrQHawn3BJOunslkeJEPBAJYX1/nUBzlUaqrqzE4OIgjR45Ao9EgEAjgyJEj7GQJh8NwuVwoKSmBRqNBU1MTJiYm0Nraira2Nnz22WdYWFhAdXU1RCIRjh49img0irKyMvzbv/0bWzvz8/N5bvHCCy8gFApxERJwHzlA0pTP5+NE8fLyMrq7uxmjTAtzY2MjVldXceDAAaRSKUilUkxNTTH24b/+67+QSqUwMDCA0tJSfPzxx3wSbW5uxtLSEjweD0QiEbusSktL4fF4GC3yVT++kr0SwF8DeE8gEIgBWAB8F/cHuR8KBILvAVgDcOLB536B+9bKZdy3V373f/riubm5zH1YXl5GVlYWT5dpyET1WbToEq6UtEC/34+WlhbWd2mnurm5iUgkgmvXrmFnZwevvvoqfvCDH6CxsRFnzpyB1WplRwnV1T1sqSTXRE5ODioqKvDKK6/AZrNxCw1N8AkARi3v1Fo0PT3NmiQt3kNDQ7hy5Qp/fWJ8k+Th8/mg0+lw7NgxDA8P48iRI+yAIflkZGQEhw4dgtvtxq1btzA/P4/XXnsNGxsbnPQkz25LSwvzbygDQAA0AJibm0NTUxNSqRTq6uogFAqxu7uL3t5e5shLJBL2dhNwiaQrCtHEYjG4XC74fD4olUokk0ksLCygvr4eFRUVcLlcaG1tRSAQ4J1hX18f2zqpZrC9vR0mkwmlpaUc0qmqqsLly5eZaqnT6SCVSvHSSy9xhoDKJgoKCrifV6lUMk+f3BVUYiIUCqHVanmOkslksL6+jtLSUnz3u9/FvXv3ePfscrkgl8vR39+PmzdvQiQSYWlpiSmI5eXlnDA2GAzMvz98+DDW1tY40EXWVgLCLS8vs6WYWOQAkEgk+IGysLAAnU4Hh8PBu8fy8nJuA1teXkY8Hkd3dzcUCgUH8DQaDf+8b775Jra3tznQ9eyzz3I+IBqNcioXuI9HqKyshMFgwMrKChQKBQe6dnd34Xa7GQZIxFnKcmi1WoyMjCCdTqO7uxuTk5O4d+8eb4BUKhUWFhZw6NAhFBYWQiaT8f1GBEjqiLXb7fjkk0/ws5/9DFKpFHq9Hm63G/39/Xziz8/Ph9lsRkFBAXZ2dtDe3o4PP/yQ35eFhQUEg0Ge973wwgvsEltfX8fAwAAn6umEQV3ElLCmkB7ZgCmt39XVhYWFBWi1WpjNZu7ybWtrQ25uLrxeLxNaCY9CZULEzpFKpbh37x5++MMfMuWSSKA6nQ6zs7NcwE7DdKfTCZvNxu/XV/n4Sgt9JpOZBND13/yvgf/mczMA/uorfwe4DxQ6c+YMA6VIV25rawMATE9Pc70aeeDJzy6Xy7G7u4s9e/YwQuGtt97iZiWiLTocDt6l0lDxRz/6EcLhMG7duoW5uTl2dPh8vkc0aYPBgLq6Ol7oiIWdnZ2Nzs5OpNNpmM1mDnHYbDao1WoeIBOHJZlM4syZMzh//jxLIHRC2d3d5V1yMpnEysoK3nnnHbz22msM4CLe+vb2Ntrb27Gzs8OYgUgkwoNbshxmZ2ejq6sLm5ubSKfTWFhY4Lo0nU6H6elpzM7O4tixY+wTViqVrHnKZDKWwLRaLVwuF9xuN0wmEwDgO9/5DmZmZnD9+nW8+uqrXIgRjUYfGd6KRCJms9PPR61VwWAQra2t3AtLQ1ty+4yNjbGLgYJmADhtTP2i77zzDgCw/5tQvBKJhE8DDwewiCej0Wh4JkTDZDqRGAwGeL1etLa2IhQKYXl5Gfv27cNf/uVfYnJyEjdv3mQ3Rjgcxu3bt7lgpL29HWNjYxgfH0dJSQm6uroQi8X4ms/NzUVTUxMqKioQiUTYLry5uQmZTIZbt27xqdJoNOL555/nwFdZWRmam5sRiURw/vx5HuqRfTE7OxtKpZJT5LQ4VVRUoLu7m623xMUn+c9kMuHpp5/mwvmLFy9Cr9djdXUVFRUVHCijtGg0GsXm5iYX5ZDEUlFRAZVKBbfbjebmZi4sJ2IqoQui0SiWl5fR09ODoaEhWCwW/M3f/A3TIevr63ljRc1UqVQKQ0ND2LdvH5aWljA/P4/S0lIMDg5iZmYGP/jBDwDcP30nEgnMz8/zjt1gMDxikaakKwW+iBxJJ3xi1Ws0GpZLaXZBRo6amhreHALAt771LUxNTfHmp6ysjF1yRAsVi8UYGRlBcXExmpubIZPJ8O6777LER/iFWCyG1tZWJJNJ3oT4fD7I5XKsrKzwBvGrfPxfkYz9xS9+8Xp2djYWFxf5QtdoNJidneXd/erqKoLBIAQCAd+0BGwiVAFhElpbW9HV1cW7nof19fb2dmZcVFdXc8BCKpWyJY8seK+++io0Gg0aGxs5sEHDtxdffBEHDx6Ex+PB9PQ06/qLi4u8A6WHEzktxGIx/vCHP/ANT57bRCLBFzH115K/2O12o6Ojg+cNZrMZa2trUCgUSCaTXHuo0WjQ0NCA2dlZHrjRsZPohltbWxCJRIjFYigpKcHa2hqef/55eL1e1iu3trZgMBj4hBONRjk12tnZiYaGBpw9exY+nw99fX3w+/2Ym5tDPB6HwWBgJjjZyWKxGDY3N3moF4/H2aa6tbWFYDCI1dVVHDp0COXl5Yy1OH/+PI4dO8aoYdrNdnZ2smc8EAhgbm6Oewaam5vZXULyE7GLyN1kt9v556qsrGR/P+2ww+Ewzp8/j6ysLFRVVXF1YmVlJZqamtDU1ISVlRWUlJSgv7+fXUj0MCdbr16vh8/nw+joKIqLi1FWVsbDc9ot0iaFWCmBQAA5OTmwWq0YHR1lGik1l2k0Guzdu5e7jG/cuIFIJILu7m4urac5E81GgPsWTgrRkaNrz549j2DBFxYW2LZKDKja2lqkUil88sknnE0ZGxvD0aNHmQBJyXOC7Wm1WuYBzc/Pc7ub0Whke+z169cxOjoKsViMU6dOoaSkhCsbSbrNy8tj2Yh+pvz8fKytreHOnTsMBBQKhUgkErh+/Tq0Wi2jucPhMG7evAmj0Yienh40NzejsLCQF/6amhp28hiNRgwPD3MSXiKRcIr55s2buHLlCkpLS1FTU8P1lzKZDPF4HHV1dTzzsVgscLvdfD/abDY0NTVhY2MD58+fx+rqKnJyciAQCFhSa2tr403W3r17edCcSqWwsrKCpqYmTieTZEfBTZ1O9/Xi0b/xxhuvq9Vq1pTn5+cZg2AwGPiNoVQZXZw0KLPZbDzVJhmFLF5DQ0Ns3+vq6uIiDJI1iMlOu+lUKsWBj7a2Nl5U6IhJOmAwGOTF/WFftUKhQEdHBw+v6uvr2Rb3z//8z+wMoQ/aPdBAjvABAoGAB4VU31dRUYGxsTEA98MVCoUC586dY4Jed3c3qqqqeHBdUVGBzc1N6PV6vuiIlU5BNDoBpNNpJkoCwOjoKGZmZjh0Q2xvq9XK9Yk6nY4L1ZuamrC0tIScnByYTCamSK6treHu3btMB8zPz+djLQWCenp6sLCwwGyQkpISXL9+nTVpCvJQaw+R/ux2O8rLy7G7u4uDBw9iz549UCgUkEqlfFR2Op1wOByMm71+/ToOP+gdpUAKabAlJSV477334HA4+L1+eE6iVCoxNzeH/v5+BoNlZWUhGAxibGwMN2/eRHd3N3PcaRGkU90f//hH6HQ6VFdXc3qS/OHV1dW4desWgsEga8GlpaXMVyotLUVFRQVqamqY0plKpdDa2opoNIrTp09jaGiIyy+oAYvAezabjfEbRNIkJADx7u12O/e9kgx38eJFvPrqqzhw4ACEQiE6OjqYsDo0NASTyYS1tTXY7XY0NDTAaDRiamoKGo2G+wsAcJ0kzQcCgQA+/vhjJBIJ2O12/OxnP2NAGSEEKGCYSqVw4cIFqFQqNDU1QaVScTlLPB5HQ0MD6+LEks/KyoLJZEJBQQGz28nIkZuby6aDqqoqDA4Owmw2o7W1FRsbG+jo6IDH44HJZMLRo0fZsUetV3fv3uVNoUKhgMvlYtfTrVu34HA4WDry+XzIysrC9PQ0cnNz8f3vf58daA+vH6Qm0AaRpE2n08kn3FQqhZ2dHQ5JjoyMYH5+/uuz0P/jP/7j66QfkwPGZrOxTmyxWHhXRNxsunBpBwzct+SRPerixYtMc6QATX9/P8tCly5d4nj8zZs3oVQq0dXVxawVhUKB48ePY3FxEYODg6isrMT6+jrvhu/evYucnBwsLi4ilUpBo9GwFk+hJepnJdTy73//e6TTaeZip9NpXixILwfACz3ptQKBgGPn165dY4QxlU5vb2/jyJEjEIvFfNMVFhYy3Ipi80VFRRAIBDAYDEgkEv8vdWf23PZ9Xv3DHcRCgNgBYiFAkATBfSe1UJJlWZIdO3bcuJ02TScX6Z/QXnXGzXbTTGd6kWSmbut6iR3LtiJZliVZC7VSIikS3MCdBMANALEDxEZweS/k5xl53pu+F+9M5ZnMxJloIZbv7/uc55zPQTQa5cVsVVUVv07BYJCdDclkEnt7ezhz5gyXmtCSkx5GOp0Ozc3NzE6prq5mXkkmk8H6+jqkUinDnYqKiuD1ernww2QyYW1tjePxNpsNDocD7e3tWFpawvj4OAoKCtDS0oJYLAaz2YyDgwN2HxiNRng8HiwtLXEXJy246XD7+uuv+VDv7e3F119/jVAoBLlcjqqqKjQ1NWFubo6XiAMDA7h69Sq0Wi12d3dRVVWFqakpDngRGsBisXCHACWiiYcSCASQz+e5V6CqqgrxeBx+vx/Hjx9n9AHlM8jrf+/ePdZj5XI5ampqIJfLOaexuLjIOxer1YrLl2czyWcAACAASURBVC9zf+rRo0eZwxQKhbiCbnt7GxMTE7BarTCZTPB4PCyHEafozp07/Pf//PPPMTMzg1deeQUdHR2IxWJsbU4kEjyhUgk22YmJLimRSPhgJSujUChkiaOwsJArPN955x0UFxczM4gS4yTZ7e/v8+djdHQUJ0+exOzsLPOGqPeXKibFYjGCwSCqq6tx7tw5KJVK3LhxA6FQCMFgEGtraxgcHGQHFiHGlUol2traeCdHtaa0DwqFQkin0wwjpD6B+fl5lJWV4Xe/+x13V8zOzkKlUnER/ZEjR9Dc3Ayj0Yi5uTmEQiGWaOlMIm9+NBrFxsYGWy83Nzdx6dIlfq9IHl1ZWYHX632xDnpa9DwvZ9BYbzab+YOTSCRQV1eHkZERBINB1kQBcEiG8Kpff/018vk83n77baysrMButyMcDiMej+PkyZMYHh5GIpHgsZZsmoS9lUgkuH37NoeMWltbUV5ezghYs9mMZDLJvZ8mk+l7PA2KqqfTaQSDQXz11VcAgFQqxXINefNpSqEPFy2dSXZqaWnB8vIyc/Dj8TjkcjmOHDmCgoICXLhwAYeHhzhx4gRmZmaYM07saplMxo1OdBshxngikUBzczNcLhf29/fh8Xj4IFepVByc8Xq9qKmpYdud0+nkWw2VnFC/LAAOk9GIq1arsba2hmw2ywGQ6upqOJ1ONDQ0wO128wFeWFjI6NtgMIijR4/CaDRidnaWv4iRSIRJmMSIoWJn4hjt7+/jjTfeQHV1NXZ2dliWIH7N2NgY6urqGOvQ0dGBo0ePYmtri9HORJpUKBSora3F2toaRCIRHj58CJvNxlOZUqnk2zPtS6hekS4pQqEQLpcLNpuN8wnxeBxWqxXRaBTXrl1DKBRCNBrFyy+/zEnmTCaDnp4eFBQUIJPJoLGxkQ+clZUVtLW18XtFDUVerxcWi4WDcNlsFmfPnmUbr1AoZHxyVVUVXnrpJYjFYszMzDD/n/4swngrlUrGbdhsNty/fx/V36E4GhoaOIQ3NzfHky3VWxKZlRxpDQ0NaGxsxOPHj/HFF1/we0OfVY1Ggz//+c/8c1utVibaEjp7fn4ed+7cwdmzZ9HT08N+fJVKhdbWVjQ0NKCgoACTk5Po6enhZXlbWxs7f2pqatj2azab4XK5sLe3x351uv3r9XpoNBqMjo6yo+zx48dQKpVYWVmBy+Vi/IFQKOSDnaiYdrsd6XSaH/6E8Tg8PMTExASKi4vh8XjYgEDLX6pN7O/vh8lkYrib3W7H4ODgi3PQ//rXv36XSIYkYdCTPJvNsmecvigFBQVMkyOdkfg1zc3NfLDSVp146PTFj8fjSCaT2Nra4kATLa5KSkowOTmJ3t5eTExMYH5+Hm+99RZSqRR/wCmcQbfW/f19mM1mfPPNN/jwww/hcrm4fJnaoVwuF6amptj+Rrc4wjPQ/0YZAUr5UlqRvOQrKyv8IaBFZHNzM2ZnZ9HW1sa+bJVKxdIH4Zirv0O80g2E+liJG+71ehGPx1lj3Nvb4xvI2NgYmpqaOHl58+ZNaLVaRiBQUpWolCSrEYpVIpEwmpgi6LQ3KC4uhk6nQ0NDA6eGnU4nO3qMRiO3MtG4ns1mOTuh1Wpht9uZlFhXV8eoY7vdjoWFBchkMj7gyQEzPv6Mtdfb28sHeElJCaeFCb9ASAgiRtJhODo6iiNHjnAMn16PbDaL27dvQyAQQCqVIpVKwWg0suuppKSEeUVENHS5XNBqtZwREAgEqK2txb179zA3NwePx4N4PM4ESZfLxZJOZ2cn5ubmUF1dzcvBkZER3L9/H6lUirtJjUYjhoeHuQg+kUhgYWEBJSUl6O3tRWFhIfx+P+7evcvTNGF/g8Eg9Ho9d0O0t7fD6XRiZWUFDocDDQ0NyOVyXDBP+w+BQICPP/6YqaCXLl3C8PAww9Toc5HP59HU1ITGxkZEIhEsLi7CbDbzQ/350B59V8i9dHh4iMbGRiQSCbjdbhweHuLevXs4c+YM7+KoYzUWi+HmzZtcUEQl6kKhkC9VlHYmdPVHH33EoUmNRgO1Ws1snE8//RSZTIapkrSraGtrYyKowWBAY2MjuwMpAKVQKJjoqdPp8PTpU54ET506hVgsxtZRCkGSJVcqlUImk+H69esv1kFPWubzTUaU1vP5fDCZTDhy5Ag/EQnxSa4CaieiXs3Kykrm5MTjcV7kRiIRyGQy6PV6TE5OMu+coFVffvklzp8/zzWDFBihLyMtgMh2STr+v/zLv2B8fJyDJsTPfu2115BOp/Hw4UNmg5Nnn0Zbkm/KysoYfEQ3esLk0qKGfMoSiQRmsxnUzNXa2soNRiKRCNevX2cfM+US3G43p/6Ki4tRUVHB9Y2UFwiHw6iurkZtbS2Wl5cRCAQgk8lw+F0puEwmQywWw6NHj5DJZFBUVASFQsEe+mAwyK8/fQkIY0AWUXKTyOVybqKivcX29jbz9aenpznkVllZCZfLBY1Gw8Co+vp69tSr1Wpe0g8MDLC0RXbA9fV1KBQKxONxLj2hae6ll17ichO/388P9IKCAjQ1NUGpVEKtVmNkZIStjHt7e7BaraisrGT9VKFQ8HQVjUZhMplw5swZxGIxblVSq5+RQuhQWVlZgdvthlKpRCQSwcHBAf7+7/8eNpsNt2/f5rYqwtTSg4BwtnNzc6zx098/Fovh6tWrsFqtePvttzE/P8/T6PXr17lIPhgMAgC3ZNFiuaKiAmfOnIHBYMB//dd/we/3c63g3Nwc+vv7kU6n4XQ60dfXB7vdzgtVn8/HryGV2ZeXl8NsNuPx48eYnJxkkBhdGkgOTaVSjLc2mUy4cOECWltbYTKZWIKl6j9ysRUWFvJeiaimer0ePp8PDocDS0tLLIWSxZpKQ3K5HD788EPE43HO8AQCAbz22mvY2NhANptl4mpZWRn6+vqYTguAcR8NDQ2wWCwwGAx48uQJioqK8M477+D69euIxWLo6+vj82J2dhYSiYRDfoFAAGNjYzhx4gSTYGl/RLZdn88Hm83G0yvhvsPhMB4+fPhiHfTEDqfGdbqpU3hpY2MDUqkUDQ0NODw8ZKsdWcV0Oh1aWlpw9epV3Lt3D6OjoxCLxairq8O9e/egVquRTCaZa0FyD41xtECjBJ5Wq+UgEo1iyWQS09PTMJlM/PdbXl6GQqHAtWvXGKtAt2UA0Gg0ePDgAeMQiINPWj7wLEhChztp9fTv9PvU1dVxu5XVakVVVRXKy8vZ4hYIBHgUJ+20tLSUF7Cjo6Ow2+18863+jmVD3OzV1VW0trZCLBZjbGwM+XyeIVqZTAZ9fX2MLKAFXlFREXQ6Hex2O7f4eL1eTE5Ofm+hLBaL2U1VVFTEt5xQKMTlHbQYfr5SLZ/Pc6IynU7j/fffR0NDA/OA6OFTWVnJLJh4PI54PM6ANWLN/PGPf8Tw8DBmZma4tFyr1XKIhqSnmzdvoru7m5POFA6jcmoqYKFCGavVysAunU6HZDLJy0gqK6FULMl4NK3OzMxgaGiIeSwGgwF6vR6Dg4MoKirCtWvXOACn1+vheY5zLxAIsLOzg6amJn7vaXFJDhG9Xo9oNIpAIMCpaMqm+Hw+1pfr6upQW1uL+/fv4+nTp1Cr1XA4HNjf38fQ0BBz0GnXFIvFGPNBeQxKHkskEnzwwQc8lRcWFmJ9fZ0DcMePH4fFYkFPTw9KSkrwwQcf8K6KHDO0A/F6vTztFRYWcmMb1TNSOxPhBA4ODjA4OIjW1lbU1tZCoVDwQpj2XWQwaG5uxszMDKRSKRd+VFRUcIm7UqnEZ599hurqanR1dXEfgUgkwsHBAU96VMROoUFi7zscDszPz/ODnToWiJ+VSCSQyWRgMpnQ3d3NZfdk8ujt7UUgEODkNb2elZWV3EsQi8Vw586dF+ugVygUrAuT1ZD85cAzXdvj8eDUqVP8YSsrK0NjYyNaWlpgt9vx8ccfMy42mUzyUpKexMT0IJiRxWLhUYt8wRqNBrdv34bH40FNTQ0ODg54zNLr9VygsbOzA5/Ph56eHrhcLoyMjPADhBaupaWlsFgsqKurg0gkwvj4OLt7qLmJDnQ64KhEnHprAUCn0+GNN97AwcEBKisrmX0fDAZ52iDeRkdHB5LJJDuXKisreYFKH04KghASmcJNdNOjn5MaesrKyqBSqVgGooVodXU136qpKWplZYUJjlQd94Mf/ADb29sQCoWsv9Ntm6xz5JQhmB0liWkpGYvFkE6nsb6+zlRTtVoNn8/Ht3oK/lAZy5UrV+D3+3kJSna2EydOAAB/2eLxOD799FN4PB709/fzA66lpQX37t3Dw4cPMTIygq2tLdTU1KClpYVLTaq/I0yura1hdXWVXz9iwdD0ZTKZcO/ePWg0GkxNTXGdIElv//Zv/war1Qq1Wo39/X2G8rW3t8PtdnPall5ns9nMeQRqR4pGo3wDvH37NlKpFFsvaUm+sbGBtrY27Ozs4O7du/ydoiwATXeBQIAlQ7IUk+RFD1IAbKdcWFjg11StVnP5NYH/iN0vk8kYfU0TSl1dHdxuN3c900KVuO1E3vzss89w7tw5BINB7mhdX19HKpWC2WxGOp3mBi0ATHgkOfPGjRtwu92MT6YH8fMIZ3IXHRwcYGNjgwvD7927h8XFRTQ3N/N7T7WTEomEcwhNTU2cWD158iQHIi9evIiHDx8ytVUmk7HDifaQMpkMdXV16OjogFarhdvtRi6XQyKRwMjICE+/1P37nenkxTnof/Ob37yrUqnYakQHCmlxJOnQzf7kyZO4fPkyxsbG4PP5cOLECfj9/v9LAweepcj+7u/+Di6Xi2vdaNmZyWRw6dIlXLt2DcPDw1hYWMDc3BwXlMtkMrS3twMAH3BUVBwOh2Gz2TgN+O233/LW//li5hMnTsDn86G5uRlPnz4F8MxF8zyvhyQckquKi4v5Zl9cXAy73c7N80TC02q17LKJxWLczpNKpbgHVa1W8xeAON8ajQYHBwdMnayursbdu3d5YgKABw8eMDOdvtyBQAC5XA5NTU2s14bDYcRiMezt7cFiseDp06dMrlSr1RgYGEB7ezuDqHZ2dlg6oQUjBaV2dnaQSCSYVkgPyv39fRQWFvLN1mKxcKJyZmYGbrebH2bP+8KVSiWuXr3KUpJUKmXSIS3UXC4Xnjx5wlr40aNHsbKygrq6Os4B2Gw2DkIdHBxAo9Ggu7sb8/Pz2NvbY72WLHMCgYD3OYeHh/jwww9Z+29sbERpaSnfgslySku327dvo76+HlqtFp7vWOg1NTVM0aTvxsTEBKOG9/f3EYvFMDo6img0CvoePXnyBFtbWxCJROw2ksvluHfvHpqamvDtt9+yw4l2DE1NTexXp+7XeDzOuAiDwYCtrWfYqvn5edy9exd37tzBkSNHeNJSKpUIh8Ms4wHPZCqfzwexWMzBLXLZlJWVIZfLoaOjgzlOu7u7jOZYXV2FQqFAJBKBQCDAH/7wB5w8eZKBaQRa6+/vRy6XQ19fH5aXl7G7u4uhoSHmHonFYr7d05litVq5mPybb77BwcGzgnGbzQadTsdhpoODA5w7dw4bGxsIhULo7+/nXoRcLschMYlEwk412l2RHXJychKZTIYViLfffhtSqRSZTAZra2tspa3+DlFCfQZ3v6s1PH78OFwuF7766is8ePAA9+/fx/7+PmZnZ1+sg55obSTXPK/XPw8gi0aj+PGPf8w3Ur1ej+rqajx48ADz8/PI5XJIJpMcFiosLMT58+cZO1xQUACdTodHjx7hypUrCIfDvNxLpVLIZDIIBAKIx+OsL1InaiwWw+rqKmZmZqDX66FQKLgnlPR/+tKWlJSgra0NQqGQP4gej4dZ388CxOAHGC1YSRKhgmLyVDudTuh0OiwuLrJkQQezWq1GR0cHF1bQAop6Kx88eIC6ujokk0nW5UUiEY+jpM12dnZyt2swGMTe3h7bAgklEIlEkEwmuaCdsBEU9CEpyGazsa5LeAHyztOhmclk4Ha7GVcsFot5UhOLxZiamkJHRwdEIhETJZuamhCNRhmiFYvF2C66s7ODsrIy7pYlGmc+n8fly5dx5MgRRKNRVFZW4saNG4wpkEgkEAqFDEw7ODjAzMwMRkZGIJFI+AZP1k2NRoP6+nquiaPyFVqqKRQKfPvtt6iurobb7UZVVRWsVis/ZJeWlnDr1i22xwqFQojFYuj1emxubsJisaCgoADZbBa//e1v8eabb6K2thYGgwHDw8Nwu928ewkEApBIJBzUoymOGq1CoRC3dDmdTrS1tWF9fZ3f20gkgrq6Op5Eafk/NTXFrzlZY5eWljgrQUFCrVYLqVTKk0A6ncbvf/97tLS04OHDhzh16hSX7dBSXKVSoaysjJvRqCmLepKdTidLPIODgzAYDAgEApicnMTPf/5zrK2tIZPJ4PTp07BYLNxeFo1GeUl/cHCApqYmzllQHwFZVUOhEHQ6HbLZLMrKyhgY9+DBA34YR6NRlJSUsPusrKyMmfCUfP7iiy/Q0tICrVaLoqIiuN1uzM3N4dy5c/B8VzFKzXdGoxFarRavvPIKIyYmJyfR2dkJj8fDBT9EeSVAXzKZxI9+9CN88MEH/HpR8C6VSr14Bz3d4mlcJ92LmPDkyCFEMD016UZMtijy6JI//a233kJpaSni8Tiqqqpw8eJF3L9/H8lkEgD40KWbPtXrbWxsQCaTMY1vZ2cHdrudR7zl5WX4fD5+QFksFmba0Gi+vb3NQKLGxkbMzMzwnuD5n5PkFDrsCZs8MDDAN8yOjg4e8UgSmJ6eZn8yPTT29va4a5e05aamJkgkEtZ/yc5HheEUxqGDj34f4rmr1Wq2LFICNJlMsqtIJBLxgVFRUcHJRbIAErOFSIbRaJRdQW+++SaSySQnE4mfQl8y8nuHw2GkUilsb29z+1coFOJAVygUglqt5teCiIChUAh2ux16vR43btxAT08P6uvr8eTJE76Vm81m3L59m3c3S0tLcDqd6OnpYV6/Wq3GX/zFX7CLid7HfD7PDz7atywvL0MsFnOhCckQ9LNNTk4iHA7DYDDwZCcWi9HV1YXV1VXs7e3hd7/7Hf7qr/6K8xNSqRQPHjxAKpXidCYdYmR1pJrJjo4O6PV6yOVyTE1NoaSkBDqdjqezK1euQCgU4mc/+xnsdjtqamrw2WefIRQKwev1wmw2Y3V1lSXKQCDAXHSxWAyLxQKJRIKlpSWUl5fD5XJxl/Hy8jL6+/vR3d2NUCiE4uJiVFVVYXNzkz/nEomE33PyqodCIdy5cweHh4dob2/H8vIytFoto46Li4tZgpRIJJBKpVzJSNM0AC6kpyBcZWUlysrK0NzczMEtcq3Nzc3hiy++QE9PD0QiEZd8P378mLuod3d3UV5ejoWFBd5t0UVjbm4OBoMBExMTLD1ubm6irq4OW1tb2NjYgNFoRGVlJcxmMywWC6qrq+H3+5HL5VD9HRb8j3/8Izv/SE4+ODhAV1cXT6q3bt3izw+dWel0+sU56MlHT2ELWsxQ8IikDNJyHQ4H2tramAGzv78PlUqF6elpAODDnrb+pIFR1J24KDQ50Je7uLiYHywUZY9EIjhy5AjjfqkAfHNzE4uLiygpKeF2JqFQCIfDga6uLgwODnKP5+DgIAOe4vE437ppmUNwKEpSUhtVXV0dP1AcDgecTifzOgoKCiCVSpFIJPg2TSlA6m2larqurmeYIkq3kkeYovzr6+s8SVVXVzMHnPzIEokE5eXlkEqlnNLb29tjhLFSqeRyFmpHImeN2+3mogu9Xs+yTSwWg0QiwdGjRxEIBPiLsri4CJ/PB5VKxSlaOmjJgz45Ockoa2KlkD9bJBJhZGQE2Wz2e9RPYo2QrY5uRZT0JFkvGAyyM4MsvYFAANvb21Cr1czKoV0AvYdzc3M4duwYNjY2IBQKUVRUBKlUiuXlZZSUlODBgwcYGBhgrg4RJuvq6iAWi6HRaLC8vAzPd+1pmUwG//AP/4CxsTGWF7788kucO3eODx6tVsuwMYFAgP7+fv7ziOZaUFAAmUyG3d1dlksKCwt5yjg4OMDFixcZiUD5FIlEgvn5eayvr+PMmTP8AKqqqsL8/DwCgQDkcjmePHmC/f19fPPNN7zHovQ4PeTp0kBohi+++AKzs7N4/fXXOYyWTCYxOzuL9vZ2HDt2DKFQCAUFBdx5TNji5eVldqNMTU1BKBTiyZMnfPiTQymVSuGDDz74nmU1k8kwWyibzSIUCkEgEMDr9fJnN5/Pc8vZwsICwuEwamtrIRKJ4Pf7odVq4XA4EIvFYDAYcHh4iKdPnzK9kwB6JMvcu3ePi3B2d3f5z9Pr9Yw82dragkaj4ZQvmQAMBgNP6cXFxbhz5w4jM54zO7w4B/2vf/3rd+kDQQcE6bSkpxEaoLy8HD09PTCZTCgoKMDY2Bg0Gg0Hj1wuFz8sampq8E//9E8cgdZqtfjVr37FKFK6mZH/lVqr6M8mGycAWCwWTsbl83lcu3YN0WiUMbIdHR0cgyaPPtEOv/76azQ1NaGoqAiDg4Noa2vjpRk9wIisSLuBN998E6+++ipGR0dhNBr58CNYmNfrZc2PaJXkw6cOz6tXryKdTqO6uhoej4cZ8tT3SgXa1EFpt9t5/KyoqMDt27fR2trKi1FaUMnlcrbDxWIxLkEhPZU4NtlsFjMzM+z/FgqFcDqdePToEaLRKH70ox9BLBbj3XffxZMnT6DX65kvQ7cbgUDApR5DQ0MoKipihk1paSljLf75n/8ZbrcbHR0dqK+v59eGkMAEnnM4HCguLkY6nUZnZyc6Oztx5coVZDIZtLS08GhOIDhKIA4NDWFnZwevv/46B4nC4TAUCgUcDgdruTU1NVhfX0dNTQ3u3r3L0xftFsRiMba3t1FWVob19XW43W5otVrcvXsXS0tLaGtrYxmgtrYWBQUFmJ6exvHjx3Hs2DFMTk5iZ2cHx48f5w4HymFkMpnvRegJGUIHO3nDfT4fVlZWYLVaceXKFUQiEQiFQrS1tTGu1+12gwwSLS0tbDWUSqXcsFZYWIiWlhasra1heXkZk5OTsNvtGBgY4ImVmEOFhYV4+PAh2trasLKyAoPBAIvFwi4pmUzGFwZy4ZCc86c//QlTU1Po7e3l6YhQ07lcjgNPmUwG29vbzMyifYdKpWIrtdFoRDab5WSvwWDA1atX8bd/+7dcLEIVn16vFxMTE/j8889RVlaGhoYG2Gw2+P1+lj/lcjljL2gHQIhogUDArjAqPyKnFRkGbt++zTuB2tpadiK1tLTA5/Mx8oTYVFRUTufb5ubmi3PQ/+pXv+JlLP1DBzuN78TMKCwsRE9PD6LRKGtYtbW1PJZvbGwgk8mguLgY//iP/8hfdNJD//SnPyGTyfAtg0ZveshQbR9p5ZREVCgUWF1dRVlZGY9bDQ0NsFqtqP6OBFlWVoZoNIrl5WWcPHkSAoEA4XAYvb292N3d5cVWLpfDG2+8gc7OTtTV1UGr1cJgMKC2thYdHR344Q9/iNbWVqb70VOdgkgkb+3t7WFubg7Nzc1M6lQoFHj06BFXnOVyOdTW1uLWrVswmUxMFdRoNBz6qq6uRltbG+8gSH6QSCTIZrP8EKGFHuFxp6am+EtO2m1dXR2y2ez3nBYikYhHdZqWBAIBP2gePXqE3d1dtLS08EOEXBFyuRwXL17EN998g3A4zIlc6vwksuDx48dx/vx5tq5VVlbiyZMn7PJobW3l5RvJKDKZjBeowLMOz+7ubmbeLC8vo7q6+ntW3d3dXU5Rk9y1srLCCd7KykoUFxfj8ePHaGpqgtlsZlZSZ2cn2/cKCwsRCASgUqlgMBhQVlbG0Cyz2Yyqqircu3cP6+vreOONN1BaWsohQOI+ra2twWAwwOfzYXNzE83NzSgqKsLS0hJWVlbQ2dmJoqIinlI++eQT7uOtqKhANpuF2WzGW2+9xYfurVu3IJVKYbPZeEIlGcHv9wN4NjEvLi5iY2MDDocDx44dQ2HhszLtWCzGtkUqwaGEs9VqRXl5Odrb2zmYNzQ0BADQarWMA3Y6neyDHxkZwfj4OM6fP4/m5masr6/j4cOHHFYUiUSIRCLsnNnY2EBJSQl/tqihyePxoLu7G8AzNDC5uCh0JhQK8cUXX2B6ehrxeBxHjx7Fw4cP+YF/8uRJyOVyDi+Fw2F2xmk0Gq72JGlxfn6e5T6VSoXGxkZsb2+zM43srfTgPHbsGE+CBMQjamgkEsHe3h7sdjvq6+shl8vx+uuv0yXyf3TQ/0959P9f/6GmItIqSXqhf56XVsrKyrh78sSJE/B4PBgaGsLZs2eZekfBCxq/6PdIJBJsnSJAEFn8ALBHlhwxNBkQxY4+GK2trbDb7Xjw4AFu376NTCaDn/zkJ4yZpcTkuXPn4Pf7kUwm+e/R3NwMkUiEhYUFduYQKpiKC0pLS+H1erG6usqaKk0do6Oj+OlPf8p2SrLGUZiKDisqWjCZTJiZmUFbWxs0Gg2CwSCDuA4ODtiSRkXDk5OTWF9fx49+9CNOLwLA+vo6crkc99gWFRWxPY0kgfr6en6Q0e11Y2ODeR9EMyRdmqoVf/zjH6O0tBSLi4u8QKe6v6qqKlRWVvLf78SJE3jttddYtpibm2ObrVqtRjqdRiQSwZ/+9Cdsbm5ifX2dSyqoC/jGjRv42c9+xg6fubk5tLe3IxQKsexFRTe0RD979iwAsLRmMpl4sUpVkD6fD19++SXi8Thr80ajkZnkn332GUZHR9Hb24udnR309vayRZTcLolEApOTk5xZCIfDXGJB2jw5bfr7+/mzHIvF8PXXX6O1tRWvvfYaIpEIfw5NJhNyuRyD50wmE3Z3dzkj4fP5eKpIJBJoaWn5HoM9EonAaDSylfTixYtIJpPo7e2F2+1mRssPf/hDzM/Pw+l0wmg08g7B4/HwJEMVfeQ9P336NIqKihg3MDExgcnJSZw50KzKxQAAIABJREFUcwb5fB5ra2vo7OxEfX09QqEQ69w0WVO6m6yZer0epaWluHz5MkpKSvjCZbFYsLi4iMHBQbz22mvsUNva2kJfXx93SAgEAr6Y1dfXY3JyEoeHhzwp+f1+fPTRR5BIJPjLv/xLzngQ/6ewsBBKpRKnT5/G7OwsbDYbLly4wAXwVVVVMBqN0Ol06Onp4cn4iy++wPb2NjweD2pra/E3f/M3kMvl+OMf/4j29nYIBALk83lIJBKcPHkSSqXy/+mM/V9zoxcKhQDAW+Xnl3F0eADPkqLnz5+Hy+VCd3c3NwNRmnNhYQHZbBb9/f2oqqritCfppG63G5lMhsNN9GWnhS7xZ8giCYDhZLSE7OrqQklJCUZGRrgqrr6+Hnfu3MHx48cRCoWQSqV4P0A6cTQahcFgwMOHD9k18emnnyKXy8FoNLJVk5jZd+/exerqKt/IaHnjdDpZ21Yqldje3mZ5KhKJoLy8HNlsFnq9Hn19fZyuffToEfb392GxWDA7O4tsNovGxka+idKUQ75lyhdMTEzwrTyRSGB8fBwGg4HtipRgpl+/srKChoYGlJaWovq7Qhng2YPU5XJhbW0NQqGQLWy0yL5y5QqUSiV0Oh1EIhFGR0cZDpVMJvH222+jubkZW1tb7K4YHR1FbW0tZDIZL3g/+ugjCAQC+P1+lJWVwWw2o7e3F7lcjq2OZrMZwLNgGvHg6Uvr8Xi4Z6Cvrw+9vb0MAtvc3OSwGo3vc3Nz7Og6PDzkRTSVmJA19w9/+ANsNhu0Wi2am5ths9ko9MKTwN7eHi5dusSwt56eHrz33ntobGzExMQEP1wbGxs5ZXzkyBFcunQJU1NTXH4xMzODsbExvPrqq+wRTyQS2NrawquvvorCwkLcvn2byzwCgQCKi4v5Jk88FoFAwDuNcDgMv9/PadDOzk5UVlZyT0NfXx8ODg6YK/XVV1/h7NmzHHoiQBx1CpBLbX5+HslkkktyKCuztLSEx48fIxQKYXR0FO+88w5r1zs7O3zQZ7NZBAIBGAwGOJ1Ofg/MZjNKS0vZnNDS0oLp6WlIpVKmmtL+iyzIr732Gi5fvozy8nK89NJL7JPv6enBxMQEbt++jbfeegs2mw0LCwsQCAScK6DAFslOZMWWy+WQSCTQ6/VoaWmB1WpFRUUFc5IEAgH+8z//EwsLC9jZ2cHBwQFMJhMX+BQVFWFra4tBa3QRmpqawtOnT18c6eYXv/jFu4TPBcCSDW2bKYhEmIBjx45x0GJvbw+pVIo1tObmZtTW1sJkMiGdTmNiYgI3b95EJBLhqjXSeJ8voyAphHzwlHAVCASMPY3H45zqE4vF3KHZ2dnJBzNZIgnBsL6+jp2dHQgEArS3tyORSGBqagoOhwOjo6Nc2Hz16lXcvXsXP/jBD5DP5+H3+/mhROwQk8nESTs61BQKBbLZLGpra/k2q1AocOPGDczPz0MsFqOtrQ2jo6NYWFjgAIxIJOLbPCFfg8Egw7fKy8sRi8VYiyYdl+rryJFD4DaJRAKj0Yjd3V1YrVYUFRVxsThpmrSEPTw85IacXC4HtVqNxcVFrgy0Wq3QarWYmJjA9vY22tvbodFooFAo4HQ6OUtgsVgYGkUpULqVkaXPYrF8r4KSysi1Wi0AMHrg3//937GysoJTp07BZrMhEomgtbUVm5ubvHBWKBS8awgGg3xwjo+PY3x8nOF7MpmMaan7+/uoqKiAUqlkgBqlMb1eL8rLy/H555+zLPbll1/C5/PB5XJxBoB6ikkyqqiogE6n42BZVVUVJ3xfeeUV3rGkUikYDAZks1mMjIygp6eHC1AODg7g8/nQ3t4OtVqNeDyO+vp6lrH29/exvLwMABxMogYvmlRIwpyYmEBfXx/Ky8vx8OFDblKrr69HbW0tDg+f9dxKpVI4HA6o1WrMzMzgxo0bfJkii+3e3h6Wl5e512Bubg67u7vo7u5m+urm5iaWlpbYwVNSUoKJiQkkEgl+X9PpNLucCFpYXl7OD10KoZ09exaxWAwWi4XL4M1mMwwGA8PxTp48ifX1dUQiETQ0NLAM6/F4GItcXl6O9fV1xnpMTEwwjuTg4IBlm6qqKpSUlDBm+LPPPuM9AwH/SkpKcO7cORwePqvnFAgEqKmpwerqKoRCIVQqFVKpFFm9X6yDXiwWswuGUAiUHH0+TUrpsO7ubqysrCCZTDI3vLy8nEckujHOz89jdnaW/51GrOd1ZHLbkIvieZRqQUEBtyf19fVhdXWV/bWhUAhSqRQajQbZbBZqtZrDOG1tbcjlcgiHw+xYWVtbY9aFy+VCIBDA/v4+mpub+fAiRwYVW584cYJDS9XV1aDXaWlpCV1dXfB4PFCpVNja2oLJZGLJi+LoarWaixjIpbS5ucl5AvKcp9Np9vHmcjk8fPgQdXV1AJ7JFWRVLS4uRjgcRjgchslk4iUY2S6BZyx7qtojOJtWq8Xt27cRCATQ09MDg8HAtMnS0lJotVqIRCJmfESjUR7FVSoVent74XQ62SnR2trKh/nq6ir0ej1EIhFWV1fh9/vR0NDAy1WHw4FMJgOxWAyDwcCcc9Jwk8kkZmZmmPJI0wi5NIh39P7773P0PBQK8Y365s2bCIVCaGtrQyQSwfXr1xEKhVheopAYlegkEglcvHgR7e3t8Pl8WF1d5RzD6OgocrkcSktL0dDQgEAgALvdjsrKSrz33ntYWVlhO61MJuMavFgshubmZg410VI/Ho/zfurKlStwOByIRqM8JVLZB9EbqVWMkL4VFRVMKKV8w4ULF9DS0gKdTodoNAqJRMKp7+7ubuTzeYTDYQwMDODKlStQKBTY29uDTqfj0utQKISVlRXMzc3x4nRgYAButxslJSX48MMPkc/ncf78eWbvZLNZxmdQup1w2+vr6/z5Ly8vZ9zvwcEBdDodL3kvX76MlpYWbG1toby8nHtzHQ4HyyNUPPL+++8jGAxCpVJhYGAA6XQaa2tr0Ov1XCRjNpsxPT0Nm83GTqvHjx9jcHAQGxsbsNvtkEgkyGQy/DAj5Mef//xn7tIQiURckdjZ2YmmpiY2XwSDQQ4b0q5So9HAYDDgq6++enEO+l/96lfvktvh+SXs87d4OmTUajX8fj9bt+LxOMbHxzE6OorBwUHMzc3hpZde4k23TqdjCUehUKC5uRkmkwnz8/Mc9nmeBf98cq6wsBAajQZtbW2QSqXY2dlBKpWC2+3mwyAajUKpVKKkpATz8/MoKSnhN66kpAQqlYqJedlsFhqNhlklR44c4YIF8vHS2Ea407m5OW6MogVUaWkpbDYbxsbG8OTJE6ytrfGfTUxwk8nEeGFyxhB4DHhGgSTiHi0sSQ65evUqXnrpJZaCzGYz37Y9Hg+Kior4BkcHmsfj4QOKKuri8TjjeycnJzmcIhKJ4PV6Uf0dbbG5uRlyuZxbrZaWlhCPx+FwOHhRTj76r776Cjs7O6zJLy0tIZPJ8H8nXAP5u+n9odezqKiIdX1KfEqlUjQ2NuL48eMwGo1YXFxkjhLRTrVaLXQ6HZxOJ4qKirC+vs4LVZvNhrq6Ouh0OpjNZsTjcbZrEqN/YmICDQ0N+Oqrr3D37l10dXWhtLSUyzFoAbizs4NQKISenh6cPXsWRqORYWxut5u7b6lcJpFIMCOfunjJUEAP8Ww2C4lEgubmZqamUh2m3+9nbzyRYXd3dzE5OYmNjQ28/PLLLI8QP354eBinTp2C0WhEKBSCx+OBRqNhGBxNTqTzW61WljOoTP3Bgwd4+eWXMTAwwJ0JZWVlnFmRSCQYHh5GTU0N+vv7IZfL4fF4eEKmIu+1tTUsLCygsbGRLwm0YH306BEXC5HjaH5+Hr29vRCJRJidnUVJSQnvX7LZLBNWSY5qbm5GW1sbvF4v7t69i6GhIcRiMVRVVfHv29PTw9KX2+2GTCaD0+lEIpFAd3c31tfXYbFY2JlFQTWJRIKSkhKcOHGC+4uNRiPOnDnDWZBEIoHZ2Vns7+/j5s2bSKVSzO2XyWT47LPPXqyDng4/SrBS+TRBpUhHp9Z7rVaLWCyGixcv8qIwkUggHA7j6dOn6O3txdjYGHQ6HQoKCrj4l3RagkERY4bAR8QPl0gkqKurQ2NjIwDwG7u4uMicGa1WywfR4uIiQ4fIJ0uHq0qlwtTUFPx+PzQaDYcmiMej1+uRTqfhdruRSCQQjUYxPj4Oq9XKbiBivhcVFWFsbAzJZBIul4u1+1dffZVTqUqlEgcHB4jFYmzhNJlM+Pbbb6HRaKBUKtHe3s4eZ893BelqtRq7u7tcJUgVjaOjo0gkEpDJZDCbzVCpVOypJqlGKBTC6/XyAlEoFGJlZQU7OzvsIqDkajgchsVigVwuZz/z81WGarWaH+hU3kBhOZFIxMiFbDaLTz75BFtbW+js7OSfgSoBbTYbd8a2tbXBZDLh/fffZ6fWnTt30NDQwF9Y+hkpN5BIJOB0OmG1WrG5uYlcLoeRkRHIZDLGE/t8PrZPbm1twel0orW1FXt7e5DL5VhcXMTQ0BAjpdVqNXeY0g7i7bffZkufRqPB1tYW3nzzTVgsFhQVFSGRSGB+fh4mkwlHjx5FIpHA/fv3MT4+zgcy1f5RUXo8HofBYIBCoeDXgW6EtAQXiUQs7dy/fx8WiwWNjY3IZDJ48OAB1tbWGJxGfva1tTWcOXMG58+fZ5gZITkA8C2aQHOEGKbLxvO/Ri6X47333sPp06fx4MEDZumbTCbk83l0d3djb28PSqUS+Xwe9+/fBwBub7t8+TJef/11tLe3o7i4GDMzM1hdXeUibdLCvV4v1tbW+Pc+duwYxsfHMTExgZ/85CfMu7l37x6USiVcLhffzknq8/v9GBoawu7uLnZ3d9Hf3w+j0ciSMNlofT4fdDodMpkM7+tIPkqn0+ju7maJmpbEhAyhvYJEImG0g8vlwv379znRrtfrYbVaIRKJEA6H/8eum/8VB/3zPnq60ZOfnZYPtOiyWq04ffo0tra2OMVHNEAazyKRCHK5HI+tKysr7NWlLzQA9gEHAgG2/ZGLpKmpCcePH4dWq+USb4q87+3tYWFhgfXHaDTKNz7ixTc1NaGsrAzLy8sM1JJIJPB4PDw+099TpVLh8ePH2NvbQ2trK0ZHRxGPx7lpqaKigl0Ds7OzOHnyJMbGxlhCevnll1FaWoqxsTEYDAZYrVbs7+8zyIqQDF6vFwMDA9jc3EQ6ncbIyAj8fj87ZIhn8vjxYyZB0ugrFApRVVXFEwVNJ1SUTNgJWkTGYjH+32nxubW1xQtYgk8lk0l0dHRgd3cX4XAYoVAI+Xyee1/JZUIsI9qNOJ1OFBcXQy6Xo7e3l4NV5E2nW3VVVRVbZJPJJLxeL3p6ehAKhbgekKyi+XweoVCIF9pDQ0OMPUin0xCJRLBarfzeEq65pqYGhYWFkEqlqKys/F7nr9FohMFgQHt7O54+fQqxWMwwq/n5ebZSqlQqqFQqDj9RHwAtD9977z2sr6+jurqaD3F6XYiqSe9jOp1GKBRCSUkJ4vE4BAIBfD4fGwokEglPlkSKpF0UyZZEULRardje3ub9CLmXwuEwh/2EQiEikQikUim2t7d5clMqlcylTyaTGBwc5H0GpZuVSiX6+vq46pLkOKpOJOyAx+NBOBzG0NAQMpkM2traMDIygpMnT7IZYWxsDEtLS2hububDViwWszQrFApx9OhRXt6KRCIUFhZCp9PxBPjo0SN0dnZCo9Hgyy+/5PAi6epyuRxGo5FLjC5fvgy324329nae9lUqFRwOB5RKJaxWK5RKJaNEJiYmcO3aNX7f19fXeRFfXl7O+n8wGORFPu385HI5AoEAysvLsb29jcLCwhcLakZVgqQv04FN/yEUAgB0dHSgpaWF/clPnjxhl8rzB3FBQQF++tOfssfW4XBgeHiYnSNlZWWwWq2Qy+U4f/48e9jVajXOnTuHnp4eAM8kjvn5eVy8eBHDw8NIp9N8Q6LC7itXrkAkEnGiUCgUIhwOc8PP7u4uKioq2OK4s7PDNDzSlevr6yEWixEIBOD1ermfM5/PI5vNIhKJoKKiguFZ1KvZ2NiI6u+6W+kGsrm5yS4i4tiQ75wWw8PDw5DJZOyzp4lBo9GwY2V6ehp1dXVwOBwQi8Xwer3w+XzY2dnhv0cymeSHgtVqhVgsZr23oKAAdrsdExMTsNlsmJub48M7HA6jpqaG/eyBQADXrl2DUChknDJZ3mgKI/BbVVUVRkdHUVNTw8hmWjBLpVLU19dDKBSiqamJ23vkcjnm5+dZhnM6nbDb7UgkElhbW4NYLObSmv39fdy7dw9msxn5fJ7lQ1oQUpMU4Zftdjva2toAgAmQsVgM29vbKC4uZl7PJ598wtgDssc2NjYiFouxFn9wcICdnR389re/hcViwfj4OEs7RFeVyWRIJBLs/iE93uVycdUgMdYlEgkTRcn9RGx0hUKByclJrK6uMviNgGzE3j927Bg7ayorK/lBI5VK2c66u7sL4NkkubW1xVyYqqoqni4vXLjAZffEVacJw2KxQCwW882cpIpoNMoPcAL3UQvZ2bNnodPp+DNPsk19fT1fSAQCASKRCL788ku2rFIgM5/PM25arVZjY2MDly5dQlNTE9ra2iASiXDjxg2kUins7OygpqYGJpMJvb29qKiogEajwaNHjzA2NgaFQsH7LrKwulwudrRZLBbodDpuoisoKOAH2tjYGFKpFF8ACN42PDyMEydOcKgzlUrB6XSipKQEDoeDL1kv1EH/i1/84l3a9j9PdQTAujMxYIjZTU/ZoaEhlk9I4y4tLUVrayu6u7uxtbWFaDSKgYEBSCQSzM3NYW5ujuPoEokEZWVlCAaDaGpqwtDQEDo7O9lbvLGxwenBRCLB7O9oNIru7m4MDw8z5MtqtTIbJJFIwGg0clG557tSbYJ4aTQatmESA0ev1zOvRyaT4aWXXmIyYlFREZM7P/74Y6TTaQQCAXR3d/PUoVKpsLy8jFQqBYlEwg8ZctdkMhncuHEDEomEGTcdHR1YXV3lL1ZRUREmJiYgk8kgEAjgcDgwNjaGyspKVFRUcMBnY2ODCyMo/FRW9qyMvba2ljs2fT4f7HY7I2J3d3dRV1cHk8kEoVCIiooKZDIZ/OEPf2AEtM1mY/tcLBZjzDMtfiUSCQdUiHdO2nJHRwcWFxdx5MgRFBcXIxQK8eL48ePH6Onpwc2bNzE9PY2Kigo0NTUhlUqxVLiwsACPx8NFLxqNhm+9paWlUCqV/P4T6dBkMsHlcrG9NJfL8WIvFovxUlMmk/Hyd35+Hq+88gpTGuk2FwgEWMclcJjH4wEA9PT0IJfLcXH18ePHoVarIZVKufxlfHwc9+/fx9bWFtLpNJqbm3Hp0iUsLS3xQrOpqYkLwr1eL9/mNzY2EI/HcenSJW4hKywsZDAY6fwkpRYUFCAcDrOLiezQ//qv/4rDw0OelsnCqtVq+UGuVqvxwx/+EH19fXj8+DE+++wzLjpfW1tDJBKBRqNBeXk5H+70eW1tbeXuV+Igzc3NMQiMdgUPHjxAc3MzW0JDoRBaW1uxurrKTXFyuRz5fJ59/YRHjsfjvNezWCxobW3F8PAwbDYbRCIR3G43mpqaAICX5pTara2tZafM9PQ0bt26BZvNhlQqhZaWFkZoUKcw2bTr6+uZ2RMOh5nwSpyuY8eO8SWDHvAXL158cQ76X/7yl+/KZDJOX9LhThxpsseRbqbRaFBXV4dEIsHcdQBsi5RKpfj5z3/OoKmKigqWa2jjTSRIKrq+evUqdnZ20NPTA5lMhqWlJXg8HvaRkx2zuLgY29vb6OrqYu+swWCA3W5HMBjEzMwMCgsLmShJt4WjR4/C8x3Njixku7u7zN+JRqMcoNjd3cWZM2ewuLgIt9uN+fl5JlWSbcxgMECn00Gn02FzcxN+vx/b29t4/PgxL5xoaUfse4Iyeb1eBAIBbG5uwuv14tVXX2X+zuHhIVKpFHK5HBcuEPs9kUjA6/UiGAxidHQUJ06c4Jv+119/DYfDAYVCgSdPnmB6ehoajQZzc3OQy+WQSqUIh8NQKpVwOBys3+ZyOUxMTHA6kEiLZJuVSqW4desWL4QJTUvcnLt377J0R4vgmZkZhMNhlJaW4uDgAB0dHYhEInwDpfG3o6MDFy5c4KW4UCjE+vo6Lybpvafld0lJCWZnZ+H3+1FTU8OLdrqF06RDpoGCggKWr0in3tzcZDurVqtFIBBAMBhkeYg+87W1tchms5iamuIAViqVQjwex5kzZ1gLJ8yBw+GA1WrF+Pg4ZmdnkUqlUFxcjDfeeAPXr19HZ2cnv2ZjY2N8u//oo49gNBo560HavVKpxNraGhQKBZfDpFIpbngKhUKIx+PMNaKDcW9vD99++y2WlpZQXV0NoVDIv06j0UCn03FZx82bN7kekOyeEokEtbW10Gg0bOu02WycIibNnS4JVKBNlXyUHieNPhAI8N6JkBEkrVGKenl5GWazGb///e8RjUbR2dnJIMAf/OAHEAgEmJ2dZRZUOp2G3++H0WhkDMbIyAh3YxCN1OVy4caNG5iZmWHvP3GR9Ho926Op1L22thbxeJybsq5du8YAR9pDklMoHo/D5/Ph5s2bL85B/+tf//pdiUTCRcKkxwPg4AbFncvLy3H27FkIBAJsb2+jrq4O0WgUyWQSBwcHkMlkeOedd5hsSKja/f19BAIB9tCT0yIajXKbDXE9SLumBRgd+LQQpCTg7u4uHA4HOjs7sb29zXFp0uYqKyuZ80GESyL20QOK4thEyaRGGZ1Ox0u1RCLBXmyqJTx27Bjkcjk/zOj2SDYxYocUFhbyImx5eZmbgggxTD5sjUaD+fl5bG9vo7a2lnVPQgoTkGlzcxPRaJQDSC6XCx6PB5lMBnq9HhUVFXj8+PH3XBRFRUXsaSY9WiQSMUpaJBJhZ2eHb37EbqFE5aNHj2C32yESiXDt2jX27gPPuELUn6nT6XgfQTwZ6gkOh8Mst3V0dKCrqwt+vx82m40lhI2NDWi1Wo6r7+zs4OnTpxgdHUUwGGSw1+DgIDo7O7+Hl66srOSl/vb2NmQyGV9QBAIByxvEaXn8+DEaGxv5fSMbrkwm47Aa4Quqqqr4oDQajZBIJHA6nVzqXVFRgXQ6zYaE5eVlFBcX45VXXkE2m8XCwgJGRkag1+vZ0UUXDDIZUG/qf/zHf2B+fh79/f2MXK6qqkIsFgMADjxFIhGWQGgipsOHFsp0Gw6FQtyuRkvaXC6Hzc1NrK6uwmg0wmw2M4wtGo2iuLgYPp+Pf36dTsfpWqfTiY6ODpSXl6O2tpb7iaenp3mhTXWRH3/8Mf76r/+a+2Wp+Ia+S5FIhCWT4eFhvtVTy9ju7i58Ph/LmIWFhdjc3OTzyG6383tLdaRUBUg/dyQSwcDAAJ9PhYWFmJ2dZRmXrM5UkkI48fb2dk7o37p1C42NjVy0QpenL7744sU56H/zm9+8S401tJAljgSxVoBnjA2NRoPXX3+drWRkJ+vp6cHp06e5zJgSkGKxGOPj4xymofquhYUFHg2z2Sx6enpQUVGBjY0N5rRvbm6ym+D5A0kkEkGn0+H06dOoqKhAPp9HMplEKBSCTCZj3nVlZSVLFJlMBqlUivcDGxsb0Ol0kMvlqK+vh8FgwKlTp3jBTO4U8q/HYjHcv38fjY2N0Ov1qK2tBfDsoFMqlVCpVFhZWUFjYyO7ASorK/n/IxKJoFar2YYJAO3t7VAoFHzICoVCZnnQ35mcT7Rk2tjYQHt7O/L5PJ4+fYqpqSkEg0F0dHQwG4c6c8PhMKRSKTo7OwGAnR8qlYqLsulLQfkHsgVubm4ik8mw3LG2toa7d++iuroaSqWSmeyUg7Db7SyTkEuD+Drj4+Pcd0uF4wSQEwgEnDgmhwgtq2/dusUhulQqhadPn+L06dM4efIkrl+/zu4MatO6desW6uvrIRKJ8OjRI+bE6HQ6hnwNDw9zSIy0bpfLhVOnTmF5eRkLCwu8FJZIJFAoFGzPJDNCOByGRqNBe3s7dyo/efIE5eXlMBqNaGlpwblz51hKoOBZPp9HQ0MDjEYjl5U0NjZyyE8gEOD69esQiUQMeSO3EC2by8vLObiztbUFo9GIZDIJgUCAu3fvIhqNMtiMJK7Lly9DoVBAIpHg7t27qKurQ0lJCWw2G9xuN+RyOU9MlJSmOr94PI5oNIq6ujpm6UgkEiwvL/NFimzStP/Y2dlh80RtbS0XvNDFinhMnueIr9vb2zAajWwlpcvCrVu3uIFtdXUVSqWSE+6RSATb29tsAKCAJO3nKKfQ19eHyspKnqSe70sWi8U8ZVN2qKCgAA0NDchms3jw4AH8fj/77MvKyvjS+N1n7sU56J+Hmj3fHwngezdPSmy+8sorfKv2+/1cRn1wcMDb9I2NDfh8Pk6pBYNBflo3NDSgtrYWuVwOT58+xfz8PAoLC/HkyRM4HA7odDrMzc2hra0NxcXF/EaTNmaz2VBVVYX6+nqWlNbW1vjGtbGxgVwuB7FYjLKyMnz++ecshzwPWfrpT38K4FkhttfrhdFo5JYbWibR6EyuALLM0WKTvMVms5nhZvRrV1dXIZfL+aGyubmJlZUV2Gw2HBwcMAqYpBLihdAHjqiHtIAlZ9Le3h6Ki4sRjUZZD+3p6YHNZsMnn3yC/v5+SCQS5HI5DAwMcOqY9hP0e5AWSYlIsViM5eVl3Llzh2v0UqkU+5+rqqrQ1dWFqqoqdpwQ/OrSpUtQKpUcwCLdWiqVQqVSMVa4vLwc6XQaLpcL2WyWmd+ZTAZTU1OQSCSorq5mSy4xTqh8gkrPHz58yDLSuXPn4PV68dZbb+Hw8BDT09MIhUIcPgqHw8hms6iqqkJnZyeXuJ88eRLLy8t45ZVXMDY2hjt37mBxcREulwsmk4nBWYWFhejs7ORSclpOkhOE0AG0oCPNmUwJNBWNP9+AAAAgAElEQVRWV1czYmR5eZmlDq1Wi1AoBKFQiJqaGn5QkmuH+mrJtbS8vMw3yubmZu5jpotNUVERv2/5fB5arZalP5Jh9vb2sLm5iY6ODn54FxcXQyqVfm/SC4fDcDqdHNYiBtH29jZnZKjf2OFwIBgMwul0cjViJpOB1+vFzZs30dLSgnQ6zW1dxcXFnCTv7+9HJBKB2+1mfjwduAqFAjdv3sT58+eRTCa5ZIgKh27fvs2hLGI7Ufgxm81iY2MDiUQCOzs7/B2ghDUhwROJBCfG1Wo1Dg4O4HQ6sbGxgZmZGbz55ptsRSYf/ndl7y/WQV9WVoZ8Ps+HPI045BwhJ4dGo8Grr74Kv9/PtzyTyYTS0lJ8/fXXHFzQaDQQi8UAgE8++QTb29sYGBhgNIFer8fq6ir74u12OzY3N/Hqq6/ykvHbb7/FzMwMQqEQHA4HampqUFRUBLPZzCNiYWEh3G43RkdHsbi4CK/XCwB4/fXXYbFYePIAAJPJhMrKSi5RoEzAzMwMurq6+INJ4zwVKgeDQUYcUBKQpCvy/vv9ft7o0yFKsWyyjS4tLWF5eZklLyoNMRgMKCgo4MMjl8sxXE0ikeDp06dcsk0FJNQBYLFYYLFYsLOzg+npaUxMTGBvbw91dXW8v6Agikgkwvz8PBYWFrhOjoh95eXl2NzcxNDQEEQiEX/ZaGdAMgAFnRKJBBYXF/lnnJmZwd7eHiYnJ9Hb28s9rSQ1kEWWmq0uXryImZkZnD9/niP0tDgmvZn4PmR3rK+v58g/vVY/+clPoFKpsL6+jgsXLrAV1WazwWw2w+/3Y3FxkfXdvb09ZLNZHDlyBBKJBFeuXGHpgMpgDg8P0dnZyTmPhoYGrq6rrKzkQ0YgEMDj8XwvBLW9vc1kRirNbmhogMPhQENDAx/E//3f/43S0lI0NzczX4XyIATaommX/k5bW1s4PDxEY2Mj23Up70A7EmrHouk1n8+jpqYGarUaYrEYUqkUn376KSMjWltbUVFRwaRGeijSRWR0dJSnr/b29u8V0VAegC4PlDaldHsgEGBm0Z07d3D69GnmLb3//vtobGzk6WFubo4Xzw6HA0KhkANvVFBDPa3EsKqoqIBAIODWs56eHqhUKszOzvLS/fPPP8fq6iovYvV6PWw2G7xeL3/H6L365ptvYDabWdEgmFlXVxfXl46OjgIAJ3sHBwdfnIP+l7/85btUSkCoYqoQpA8QeXb39vY4OUY3CIJvkcRzeHiIbDbLvYuDg4MoLS3FSy+9hJGREZw9e5Y19vn5eTQ1NSEej3PYKp/PM7aXODq03FlYWOAlJS1NiMsCgG1vlCJcWFiAXq9nVCv1rNJhZjAYsLa2xohZv98PiUTCYSSSVCgDkE6nYTAYeHG9t7eHvr4+uFwumM1m/sLSHqCurg4zMzOoq6vjWrKCggJO7AmFQv41Dx8+ZDQBIWSpO1UmkzH7x+/3cxEILcWI7727u8sLt1QqxYz+xcVFTsVSdJzwFSqVCnK5HOFwGA0NDUgmk5yMXl9fh1arRXV1NVKpFO7duwedTsecdZPJhFgsBrlcjtraWthsNsZa0wQXDAbZM51KpTA+Ps43Zfr5L1y4ALPZzFKE3W7n4B7xSYLBIGQyGburjh49Cq/XC51OB4/Hg6WlJRweHmJsbAxHjx5FV1cXvF4vtFotrl27hlAohLW1NQwPD+Pll1/G+vo6y10ajQanTp1CU1MTM/OvXr2K3d1dno4o3EXhvoKCAvz2t79FY2Mjrl+/zh52+v+RpEcTE+nGlF0gmUKv17O+T4GqTz/9FP39/dBqteysouna4XAAADNc4vE4p2plMhkAcLKUKhLpEM1ms3A6ndjZ2cHm5iakUimOHj2KqqoqnpgnJycxPT2N4uJimEwm3LlzBxMTEygrK8PMzAwAoL6+np1BcrmcW+ioPITMEVQIRDsPQnnTBaW6upoBb+FwGHq9nr9z4XAYBQUFXDpTUlKCyspKJmYSr5+a10pKSjA2Nobq6mp+6FEmpaurCw0NDVxyQw/RRCLBlYqES6DEMn2vqGGuoqIClZWV/4e6Nw9u+77PPx+QAEGQAAmCAImLIAhQBO/71mHdlixLtmxn4mmSOr3SdtL5TX7JTHc7Tafu9Ei2yUym7U63aSdxHcdRbUeJVSuSrIMSJVLifd8gQRI3iJMAwQMEgf1Der/X7nYb78zuTM0Zj2Wb5vnF53jez/N60NPTg9zcXDQ0NODatWufn4X+L/7iL94kiiQALv4giuQny8EPDg7w/PPPw+/3M/chkUhgbGwMTqeT4V9U62a321FRUYFjx45BIBBgZWUFtbW1LE9QC1U8HkdPTw/b9wg8pdPpOIVL1+H8/Hw0NDTwonzt2jW0trZic3MTbW1t7EWPx+OYnJxEPB5nC+LY2BjW1tbYs76wsACTyQSZTAan04m1tTVOBopEIvZ0Hzp0CPX19SgqKkIkEkE0GuXyFa/XC4FAAKlUyuncra0tDuGIxWLIZDIsLi5iY2ODh9tE1tvc3ITP50M6ncb4+DiqqqrYs1tbW8sDWxo60i1kY2ODr7s5OTm8mNCDTj7qeDyOX/ziFygpKUFxcTFbWj0eD2u3NKDLzc3F4OAgjM96gCcmJtgVY7VauUGLToikz9JcgRwN9ML3+/2cyKTGK2rWunDhAg4ODphcWVtbi52dHeaRpNNpJBIJDA0NwWQy8YFDoVAwxz8YDLKzKhwOc4CJ5h4VFRV4/Pgx98pSF2l1dTUqKyvh9XrhcDhw6tQpho2RTdhut6O5uRlKpRL3799ndj4FkoRCIbRaLYePtra20NLSwolt6vhNp9P44Q9/iN3dXbao0qJVV1fHP3cKDv74xz+GRCJBZWUltre34XK5IJPJoFQqsbOzw8/U2toaMjIyOKlZUFCA5eVlzMzMoLq6Gvn5+bzQkpdfpVIxJiSdTuPUqVOYnZ3F8PAwvF4vp8+pyITWArIh19fXQ6lUwmazMTOKtPqpqSns7u7CZDJBpVLx4WxlZQWhUAjnz5+HWCzmRZSkSNLqy8vLUVJSgtXVVU5XFxYWwmKxsNzT29vLSPAXX3yR3VpqtRo7OzvIzs6GVCpFbm4uL8Zra2vMqZqdncXc3ByDFP1+PwKBAPdYVFdXc2akvLycF/5wOAzg6TCfDllVVVWfLwTCX/7lX75JARvCBJOjgU5VFPjIz8/H6dOnOSQVj8exuLiI6elpLC8vw+/3sx2Myg+otBkAM8yVSiXu3bsHg8EAv9/PxMWNjQ2YTCam2d25cwezs7Of4oEXFRUhEAiguLiYr/sPHjzgh6S7uxs7OztYXl5GKpVi/jRtXo8fP2aPLg2JJBIJRkZGWCaixqmDgwOWkmhRLioqgkajYfTy7OwswuEwLBYLXC4X5ufnYTabOexDQ2TCPVdXVyM3NxdPnjxhWBVx4kUiEYaHhzE/P8/9tD6fj5kylG6VSqXM5tjc3GR3FMk909PTsFgsmJmZ4cGr0WjkMvJYLMaSHL34FhcXEQ6H0d3djdHRUSwsLGBnZwfz8/NobW1l3zydzlKpFP+drLImkwlWq5X7Se12O3fy0gmWwmt2u517hMld5HQ6uZ6Siq9JYqJmKUoLU34jGAxyCQudigGgu7ubE5pOpxMAcPToUZw8eZKZLIlEAq2trZwqXlpaQigUwuLiIgf9nE4nWlpaYDQamVmeTqcxNTXFBgI6yKhUKsZMT05OYmVlhbtSaR6SlZWF/f19Jmn+8Ic/5IRzPB5nd8rhw4dhsVggEomYAUNJdWpzqqysxDvvvMOdtDRcpwNWY2MjPB4PPvjgA84ikMlCp9OhqamJO3Ttdjvq6+t59ra1tQWfz4fXX38dzz//PPR6Pd8G//zP/xx2ux0XLlyA2+3GL37xC5w7dw4KhYKpniUlJejp6cHm5iY0Gg0KCgpYdqytrUUikcDU1BRmZmagVqv5NU/6vFKpZDsm8FQpoANRXV0dCgsLcf36dS45CQQCbJ5wu93Iy8vjJLtKpYLBYMDVq1f5cxYVFXF5jMVigdfrRUNDA398r9fL1mi65ZLJgwwgPT09/98VjwgEgv8J4HcBpAFMA/gtABoA/wZAAWAMwFfS6XRCIBCIAfwEQAuAIIAvptPptV/3OT5ZNEKLPTkVIpEIB6lo6kzXHwr+6HQ6lk0ODg5wcHDA9jiJRAKLxYIf/ehHuHz5MmZmZjA4OMgIW6lUimvXrgEAOjs7mdqYnZ2Nuro6LC8vc1S+uroaRqMR4XAYc3NznICTyWTw+XwwGo1wOp0oKCjgEEtvby8UCgXsdjsKCgr4RkFdmLTwko+ZAk4qlYpdDNvb27DZbMjNzYVKpYLdbmfdNj8/n9N3eXl5WFxcRCgUglAoxPr6Ort3pFIpjh07xmGws2fPYmdnB5OTk+ju7mZu9urqKp+UKTxFconb7YZer+fFOycnh1+cExMTqKurYxYNhdcikQgsFguWlpZw+fJlCIVCbG5uIhKJsDUOAC8oZPGkmw/wVPqprKzEw4cPUVdXxwO99vZ2jI6Ooq6ujrMGpaWlLCHR90HuK7FYDJfLxXjq7OxsXLlyBYcPH0Z+fj7z+gUCAf7oj/4I3//+93Hs2DGsr69DoVDgyZMnXOAik8mQm5uLnJwcTooSaRIAD80fPnyIo0ePwmazAXi6YOzt7TF0ixxH7733HqeuqZiaUAt5eXkYHx9nrAIddGKxGOrq6lgDJu58Op1muYXkTpvNhrGxMWbXiEQizMzMIBaLweFwoKuri4eahDhIJpM87F9YWMDMzAz3Gefm5mJmZoabqFZWVnDt2jVUVVXhwoUL7Pr53ve+x7dIerZpgw8EAtDr9Th9+jREIhG7xSh0Ryx8p9PJG5XX68VXvvIVDi5RLeLBwQGtV/B6vfxavX37NsrKyhCJRPgANT4+jrt372J2dhYXLlxAY2MjA9cikQi7jZRKJTweD8uMXV1d3E+9tbWF8+fPIxQK8UyBsg4lJSVwOByYnp7GwcEBjh07xgdKwnMEAgGYTCaYzWbujSWOPQ1vw+Ew8vLyOFG8t7fHlnBCi3yWt1+70AsEAh2A/wGgOp1O7wgEgvcBvA7gBQA/SKfT/yYQCP4JwO8A+D+e/T2cTqfLBQLB6wD+NwBf/HWfh6K+FDenXZQsfgRDouua8Vl93+7uLpaWlpBMJtHR0cG4YtK5qAUnGo3ygFYikaCzs5NLsSnG/UnscTAYZE29vr4excXFT39gzzac7OxslJSU8IDJ7Xajuroak5OTLHmQ9W1nZ4fLO+RyOSwWC1fwvfDCC+y/N5vNmJmZYcfLzs4OEyWppchms0GlUgEAKioqeEEkIidhgUUiEX72s5/hN37jN+ByuZCTk4ONjQ3GNYdCITidTnR2dqKwsBAZGRk857BYLOx+IudDPB5ndwPhGPb29riblWS3WCzGbBRa6Ol3QdWNpO263W7GDdNcIhgMIplM4ujRoxwbp5P57OwsysvLGX6n0WiYDrmysgKlUgmtVssL4cHBAbRaLex2O5/GKFdBRdRGo5HtjKlUijfshw8fcriFTr+PHj3ijEJeXh5+/vOfo6GhARqNhhk/WVlZsFqtzLLZ29vjk6bRaIRCoUBZWRmmp6ehVCoxPj6O8vJyDA8PY2hoiO2vra2tXGpCNX3nzp1Db28v18kVFRXx7+Phw4e8qVKpTTKZhNFohNVq5baxlZUVzMzMoLm5mbnsLpcLa8+6UgEw74bQuIcPH+Zb5/Hjx/Gv//qvKC8vh81mQ0VFBYxGI2w2Gw9ofT4furq6WKJpbGzE4cOHeZBKjVyf5OsTpntpaYkPHG63G6WlpZiamkI8HofFYkFZWRkWFxeZ/GgwGBCLxZhhk52dzSE/kmjMZjNqa2sRCARw9epVVFdX4+HDh/D7/Thx4gROnToFo9GIx48fc3KYupT1ej1u3LiBF198Ee3t7fjpT3+Kn/zkJ7BaraitreU8CQDk5OSw+48cSmazGVtbW7DZbCgqKkJbWxs6OjqwubnJQ+f19XV88MEH0Ov1LDkRzVUgEHAHNLV1xWIxNDY2YmRk5Nctq/z2WasEhQAkAoFgH0AOAA+AkwB+49l/fxvAm3i60L/07M8A8HMA/7tAIBCkyS/5n7yRd/7g4IDTdRSxpqEnpWXb2tqY0UzSRFtbG0QiEUOFJBIJzGYzpqamoNfrGWFrMBjw+PFjGI1G9PT0cIiCYuh6vZ5lhy9+8YucSiQA1KFDhyAUChGPxxEMBvmXS6Ub165dw4ULFzgkEo1G4ff70dnZid7eXpw5cwY5OTl8ihGJRFy2TWm+2tpatoV+UttbWVlBJBKBwWDgRqDt7W3I5XJUVVXBbrdjcnKS24QoQk8adSAQ4DIRSg+GQiGEQiEOccnlcr5hEJGRijfodnDr1i1UVlaivLwcZWVlGB8fx9LSEuRyOY4dO4asrCwsLi7C7XajvLwchYWFcDqdPPMgREA0Gv1UBSHNLqgAnCx3Ho8HU1NTKCkp4cGgRCLhSsTNzU3U19djY2ODN8RQKAS5XM7W0+bmZgiFQhw/fhw7Ozu4d+8eF6ysrKzwZpmTk4PBwUE+VBCa+tatW9je3mY9lV68Z8+eZb20vr4ey8vLuH37NnfUOhwO+P1+fPnLX2bJgg40ZDO02+1cOkKGALlcjqmpKTz33HMYHx9HVlYWqquruTiGLJNkSBCJRDh69CiApwcBssVStSTNe/b399HX18daNd0KDh06BOOzJjB6vR0cHMBqtXKQKTs7Gzdv3mTr7CfRCCTnkGlAKBQyx50WZbfbzSyj3/3d38Xx48eh0+kwODgIu93OQ9T8/Hw8evSIu30tFgsmJiYgk8mgUCigVqvx5MkTnDx5koGFJJcUFBTwIcnv90MgEECr1eLIkSPweDxcfHL27FkoFAqsrq6isbERer2eZzECgQAVFRV48OABrly5gm9/+9s4efIkPwtGoxEPHjzA2bNnYTQasbS0hIKCAkSjUXaAUWaDnEHxeJyZOzSXINmSbnmNjY1sawXA1mUAHDakgwrlG/7f1An+2oU+nU67BALB9wHYAewAuA1gFEAknU4nn72bE4Du2Z91ABzP/t+kQCDYBFAIIPD/9DlItqFwTjKZ5BIQirETopaulXT9USqV2Nvbw+LiIrxeL2pra6HVavljUTiFTqVbW1uYmpqCyWTC7u4uV4wZDAbWGemksLGxgc7OTiwsLHDfaV5eHgB8ingZjUYhEolw6NAhCAQCuN1uTmPm5+fz7i8QCLC8vMzt8wQau3//Pmpra3nQmZ+fj7VntXUk+VD5isfjQTAY5Jg22SKzs7NRXFwMoVDIZEOyPW5ubsL4rOSaLG+XLl2CyWRi3z7lCqijVSQSMZiLrv9UikGncmpPOnnyJPb396FQKODxeFBWVsZhKAKbeb1ebG9vcx5gcXGRveLBYBDvv/8+qqqqcPHiRXg8HkxOTuK5557DkydPGFYmEonw5MkTnD17ltnq9ALUarUwGo0YGRnB7u4uGhoakJGRAbPZDKFQyMnR3NxcNDc3IxaLQSaTwe/346233uLeAYvFAo1Gw3CvYDCIQ4cOYWJiAisrKxgcHER7ezuys7OxtbUFjUaDyclJ1NTUMG8oFAoxNI8StwaDgVu9bt68yTjbQCCAqakpNDU1obOzEw8ePOCNlSQvnU6Huro65t9TQXZmZiZOnTrFnbyTk5MMaiNGSiqVwunTpxGPx1lfvn//Pr7+9a+zVZgcPJS5IGRDIBCA8Rkwz2az4dKlS5iZmeGgGt1QFQoFhoaGIJPJ0NHRgebmZgBPe4Yps3Do0CFYrVb2oOfn52NpaQnpdJqdLrTJUQJ+cXERDx8+xDe+8Q2srq5iaWmJ2fpUDNLd3Y3+/n4Eg0FcvnyZCZderxcXL17EnTt3cPToUZbwXnnlFYTDYbz00ksYHh7mDeQXv/gF3njjDezv72NychIZGRno7OzkLgWFQoF4PI6lpSU0NzcjLy8PdrsdjY2NDIjr7e3F48eP8bWvfY03y3Q6Db/fj/fee4+7qX/84x/jC1/4AgMLicBKciZ1JKyursJisfA6mZ+fjyNHjnCrFvHBPsvbZ5FuCvD0lF4GIALgAwDn/5N3pRO74L/4b5/8uF8D8DUAPDAkiBIt7OQJJw80VfctLy+zZn3mzBkOwtA1jZJ8wNP059TUFJ/KqZpPr9djZWWFQUs+nw9utxtSqZSJiS0tLZiZmeH2qFQqBbfbzZbCBw8eoKioCK2trRCLxaioqMDo6Ci+8IUvYGdnh0/gxFih4R3w9FoslUoxNzcHqVSKSCSC/f19mEwmLvD45AZHqdFIJMLDYYqQX758mb24brebr/9UBkGLDS28AHioKJPJYLFYsLa2hoODA74Skzbu8XggFApRVlaGF154gQNooVAIAKDRaPj0SS8GmUzGN4GDgwOsrKxwUxEAyOVyXL9+HQUFBbDb7dDpdHj55Zf55FlQUACz2YxAIMCn+p6eHly8eJHDaMlkEjabjUNl9LMym80YGxuD3W6HwWBgIiiROpPJJMbGxhiNTDIcPVskwdjtdkYykGfZbrdjb28Pc3NzOHz4MNcfKpVKRCIRqNVqLkn50Y9+xG6hu3fvorq6mjV9n8+HO3fu4MUXX4RSqURHRwcePnyI4uJivPbaa1AoFNjb28O9e/dQX1/PCAWqSRweHsb6+jpSqRQ7ceh3NDw8zLOrhoYGZGdnY2dnB4uLi8jLy8MXv/hF5ObmMsaYDAI5OTkMNaPvf3t7m8vaCQ5Ip2qtVguXy8VDXo1Gw9hpImbu7u6yCUIqlfJtZHBwkOFwVJMYjUZ5ISSGEfB/uUwikQhaWlogFApRV1eHyspK/Omf/inzrqanp3Hs2DE2S/j9foyOjmJ5eZn7eelWrNPpuJ8CAFZWVphuSy4aALh8+TL/PMgYotPpkJOTg6GhIQ46UVaD2uHu3LkDs9mMtrY27O3t4Z/+6Z/4YEQk3n//93/HH/zBH6CiogLj4+PswqOBcywWQ1VVFaeASbZpbW1lQilJuJ/l7bNIN6cBrKbTaf+zBfoXALoByAUCgfDZqV4PwP3s/Z0ASgA4BQKBEEA+gNB//KDpdPqfAfwzAIjF4jQRKmmRpgeMXAJSqRSXL1/G1NQUEokElxgTMIgKwOmk5PP50NTUhNXVVbS1tWFubo7r9rq7u9kDT8XT5If3er3QarV8EqSTLQWxCGJFQSAiOVILkVAoZJBXUVERXC4XF3HQYInCIhqNBkajEX19fTg4OEBhYSHzfggzTHbQT1rZaCH4ZD8m6XhjY2Pwer3Mx8/NzUUoFGIrptFoRENDA38/5AEOh8PQ6XR8SqA+z52dHVy6dIn1X4fDge7ubl4sNjc30d7eznVnOzs7kEgk6OrqYl3/ww8/ZEKkVCrF4uIijhw5wvwZn8+Hvb09dHd3Y2hoCMPDwwiHwzh37hy++tWvcn2j2+1mJHJubi5jLiKRCCorKwGAJQWlUomlpSXIZDLU1tZif38f+/v7zKzJz8/H1NQUDg4OcPjwYajVaiwtLbFEMzw8zNbGT7J1KOp/4sQJZgklEgnm+odCIahUKly4cIHDTKFQCBMTE7yQUVqYCKjpdBqdnZ3w+/2YnJzEwMAAnnvuObS3t0OpVGJ9fR3z8/OwWCyoqqqC0+lkKZL0eqKJFhcXI5VK4datW9Dr9TyDysvLYzmFcM8kFVVWVnIIaXd3l2/Ovb29AJ4exMxmM9/8PB4PNjY20NfXB+OzAp2KigrMz89DJpMxgfLGjRsoKSnB7/zO72B/fx+JRAI1NTVIJpP44IMPIBaL8fWvfx3hcJity2Qzps6C7u5uxGIxqNVqHpZ+/PHHvKlWVFTg93//9/HP//zPcDgcOHLkCFpaWhAMBvEnf/InyM7OZqidWq3G6OgoxsfHYTAYUFlZyT+fZDIJp9PJQ1wiulIZCG0KlOYmDV+r1aKuro4rJr/1rW/h9u3b2NjY4M7enZ0dtodTPoh0fapebGlpgd/vh1arxfXr13Hv3j1885vfRGZmJt577z1O2lZVVXEbldVq/azr/Gda6O0AOgUCQQ6eSjenAIwAuA/gNTx13rwB4Nqz9//3Z//85Nl/7/mv9HkAbJkjz+ze3h6/uLKysjiaTQvzJ4sEKEhBzfTRaBS3b9+G0WhEe3s7h3x8Ph9mZ2fhcDj49EMAqeXlZZw8eRJjY2O8k5pMJiSTSSwsLCAzMxMqlQolJSVIJpPIzc3FwcEBTpw4wTrgxMQE7t+/z7S89fV1rmEjy5ZIJOLCArPZzJVlcrkcnZ2d6OvrQ0tLC3PF79y5w3Y9akoCnoLeyC5JmwrV3tEArqKiAmazmaUOOm0QRZESefRzW15eZua3VqvFqVOn4PP5UFNTg1QqBZvNhmg0isrKSoTDYaytrSEUCnFoaX9/H8PDw9jZ2cHrr7/OiAaq/aNGISLw7e/vY3p6Gtvb2+z+mZ+f5zTr6uoq4vE43G43kskktre3+fsiD3RjYyPXG87OzuLUqVMYHh7Gyy+/jM3NTfzbv/0bZxvu3LmD1157jQe8Dx48QCgU4jKPs2fPYmlpCRUVFdDr9Xj55Zd5EOzxeGA0GvH666/D5XLBZDJhdHSUZzByuRw5OTlwuVxMUiWNnGymKysrfD0ntMLt27d5vpRIJHDr1i2u9gPAzg26ptPGHolE8NJLL2FwcJDlI+Oz1C1VQlZVVWHtGRr7/fffx4svvgi5XI54PA6TyQSHwwG9Xo8PP/wQarUas7Oz3Dy2v7+PxcVFniPQwYHMBcSRqaysZKSEVCrFwcEB1tfXMTs7i7GxMQYLUq/AmTNnoFAoMDc3h9OnT0MgEKC3txenT59m6emFF16AwWDgUnTC+RJgb3NzE8ePH8fq6iqn0AOBAP74j/+YbzPkXPvGN77BB0aFQoHx8XF88MEHuHjxImKxGPx+P1uOe5ejumQAACAASURBVHp6YLVaEY/HEQ6Hcfr0abS3tyMUCmF/fx+hUAjhcBjFxcXwer1YXV1FRUUFtFot32jEYjHW19f5YHP+/HnY7XYOxX3SWQg8veX88pe/xNraGm7fvo3u7m7GI3zlK19BMBhkv/7e3h7DAmlgS8/DZ3nL+HXvkE6nB/F0qDqGp9bKDDw9if8vAL4pEAiW8VSD/9Gz/+VHAAqf/ftvAvhfP8sXQtYosVjMsX7CxapUKnz1q1/lRqixsTH88pe/xLVr19jb/MILLyCVSmFhYQF+vx82mw3JZBJisRjT09OwWq3Y3t7mej26OmZnZ+Py5cvIzs7G6dOnmT/+1ltv4caNG0gmk1xEkE6nce/ePRQWFjLqloqmATD3pbGxkcFZdrudAy37+/twuVyQy+UccjIajTAYDLh+/TrbqohOeOLECRgMBmRnZ3O6L5VKcb0iXd1p4FpQUIDjx49zz+jExAScTicIAU0ohFgsBgAYGhridC1x1WlRp07eSCSCxcXFpw9LRgbsdjtruJ/sXd3a2uJ2Kzop09d4cHCAn//85/D5fOxsGBsb4xMM4STIsRAKhfD8889jenoaPp8PsVgMDQ0N7E+nKzB5o2tqatDa2opUKoWOjg4Gmh06dAg6nQ6Li4tobGzE5OQkAoEAfD4fent70d7ejlgshqWlJRwcHOC1117D6OgoL65UmG4wGDiXUFNTw9f0goIC+Hw+jrgHAgEoFArEYjF89NFH7IpQKBTIyclBX1/fp67nHR0dLCMUFhbiW9/6Fr75zW/ijTfewOLiIj8L09PTuHnzJtaeYa6rq6s5iUwwr3g8zqTUoqIiJj4WFBTgyJEjiEQisFqtiEajWFxchEAgwNTUFIqKigA8lRLff/99PHjwgMFq1dXVKCkpYXcbed0php+fn4/y8nJ0dXWxNNPZ2Ym6ujqoVCpkZmZCLpcjkUjw87uxsYHy8nKYzWa0tLTglVdewebmJvcVkCtqYmKCh9RmsxmJRAK9vb24du0aAoEAioqKcP78ecad0CZEluySkhLodDqk02nEYjH4fD5otVp897vfZRZSMBjkZGp1dTWOHDnCPbTXr1+Hw+FAJBKB1+tlJw1p701NTbyZf/Jzr62t4ezZszh//jzLqGfPnmWQILnZLl68yJ21Kysr3B5Ht5eGhgbMzs4iEomgvLwcQqEQnZ2dKC4uhkKhwN27d3H79u3PsrQC+Iyum3Q6/ecA/vw//GsbgPb/5H13AXzhM38FAFcG0oO7u7vLULDMzEy0trZymfUPfvADdpyQZLG8vAyr1crNK16vlwMuFJySSqWcepRIJLBarexPJ+vj1NQUotEoXC4XLl68iJmZGfbXUojl1VdfZdb21NQU2traYDQasbKyAgA4dOgQJxTdbjfLC2tra/wCoPdfXV2FTqfDkydPeEhKtL2GhgaMjY2xNqvVapGdnY1YLMZX2IGBAZw+fZoDGo2NjbzgZmZmoqysDNFoFJOTkxxUoiajyclJZsNnZ2fDYDAAAAfBiDlEQC+NRoNgMMi/H6fTyY06lIila6rdbudhpdPp5AETDSmBp01hRCUk779CoYBKpYLJZOJ5BQ3nXS4XDg4OWBoiS+bu7i7LXBsbG4yfpc5Rt9vNnnqBQICCggJYrVao1Wokk0n84R/+IXp6eiAQCCAWi9HR0QGFQoF33nkHbW1tcLlcPKCmhiXKMVBUfm9vj8sxFhcXeUPR6XR44403+OdHbVperxfr6+vo6uqCzWbjFDe5bWiRrK6uZngVuaQoKBONRtHQ0IDl5WVYLBb09/ejvb2dnzXq/11aWuI0LREpt7a2kEwmEY1GGWPd1dXFFuLNzU2IRCI8fPgQer0e6+vrePfdd1FVVYVkMonu7m42ShCy2Ol0cutbNBrFa6+9xsgEuVwOj8cDl8vFhEgaqM7NzUGlUuHo0aMYHR3FnTt3YDKZUFNTg8XFRbS0tKC8vByhUAgffvghsrOz+Ybwj//4j0gmk/it3/otBINBvPjii/z1VFVVcbGPSqXi2ROF1GgTB8CzQaVSiZdffhl9fX3ctkWAwIODA5YhAfAhSKvVwuPx8K2G1qGZmRkMDw9jenoazc3NzNwJBoO4dOkS7t69y4ecoqIiCIVCNDQ0fGrD7u/vxxtvvMHE1czMTFitVnR0dOBLX/oS/H4/rly58pnW2P8WydjvfOc7bxYUFHCTFEGMhEIh2traUFNTg2AwiMXFRQwMDHAhNrFgaAEoKChAVVUVh5KItUInit3dXZSWlqKzs5NPUlRX6Ha7GQlKtsb6+npullKpVFhbW2OvNvnmm5qaMDk5yfY/OgWVl5djcHCQk7kFBQWIxWJcR0efV6FQIDMzE8PDw9wo7/f7sbCwwE07Ozs7OH78OHfgUglCRUUFkskk8vLyoNFoYLPZEAqF+N+RJry3t4fCwkJsbGygvr4ekUgEYrGY6/EoWyAQCJjBT+jZdDqNoqIi5OTkYHl5GQMDA/B6vQCeBpyqqqoQiUQwPT3NXaSEOKBATGFhIerr6/mUbzabMT4+juLiYh5WO51OGJ/V1JFcotM9NXIRvZQwBtvb2xgZGUFVVRUAcAEHAExOTjKPJBaL4e7duzg4OIDZbEZeXh4mJyd5k6cchEQiYQ9/UVERRkdHebBMjB+yHiaTSSYIfvTRR6itrWUgHT1n4+PjvPk1NDQgMzMTd+/ehclkQmVlJQPifv7zn8PhcHBBjMPh4BnN+++/D7fbjbq6OpZHjh8/jrKyMszMzOCFF14A8FTGIXmATAkUqNna2sLy8jID8PR6PUtTeXl5WFtbw5MnT3BwcMAGA9ooFQoFcnNzeW4lFotx4sQJLnmh1x3VJt68eRMCgQC1tbVcDhQIBPCrX/2KGfqUcCa/PmngZDBYXl7G3t4eampqmNQoEok4Ybq7uwuz2YwTJ05Ao9Hgo48+ws7ODl555RWk02msrKwwQJCYNjQnUygUUCqVuH79OnP0A4EAW38pgFdfX4+SkhIcOXKEk8DRaBTJZBJPnjyBwWDA+vo6o5qJ4ikSidDb2wudToednR0MDAxApVLh3LlzGBsbg1qtRm1tLc6dO4fl5WVkZmZycVBZWRmOHz/OhfRqtRo3btxgVcL4DLVBN2ZCWEQiEdy4cePzg0D467/+6zeJBEkYUrFYjCNHjiAjIwOjo6OorKzkLkaCVpHbgPDGiUQCHR0dDDqjB0QsFnNcn7C1xH+hzslkMslXeGo3kkgkiMfjKC8v58g+ser39/cxMzPDVzHqufX7/bzQZmdnQyAQoLGxEXl5eaiqqmL0gMfjYWsjMXfIAZROp9kmSBhkg8HANq9IJAKbzYatrS0YDAb+mVHLDvHck8mn7leBQMCSFJUbEBmSOlKpPNvr9cJgMGBmZgYSiQRqtRputxtZWVkYGRnhQg+qn8vNzYXL5YLL5fq/lS4fHBzgo48+YpeEXC6HVCrF+Pg45ufnWTaijZy0Y9rgTpw4wcwZ8morFAqEw2H09fWxKycnJwerq6t8or9//z7kcjkqKythNBpRXl4Ol8sFh8OBO3fusDxAPmzSOvv6+phjQljjUCiEubk5DpXR4WBxcRGDg4Nc7+bxeDgEEw6HcfjwYTQ1NWF6ehoSiQSXLl2C2+3G/fv3UVFRwQPwSCQCs9nMFlLanAgKVlhYiPb2dhw/fpwdYSKRiJnuxLsn15rD4cD9+/dx8+ZNNDc3o66ujr/W6upqzM/Pc/zfbrdzebXH48Hw8DDKysqgUCg4r0CgQa1Wyzcnqmicn5/H8vIyv09bWxt0Oh334w4NDXHBidlshkKh4BlAf38/A+RSqRRGRkbgdDpx8eJFqNVqTE5OIhKJMF2TXGXHjx/nIbdYLObnCgAz9cm1RqUhb7/9Ntra2rCwsIC33noLTqcTKpWKE9Q0NCV8BLlstre3sbCwgHv37kGhUECr1fLz63Q6OXFPMhphyG/evIlYLAahUIgLFy4wII/mXx6PB16vl3/GIpEIfX19mJubQ0VFBZRKJXp6erhng6B3WVlZbIkmye6zdsZ+1sDU/+9vFLwAAL1ej+7ubpjNZty9e5fj92SREwgEEAqffukEwyLkgVwuZ52OFtBPLhCEWqUkqtVqZe/u0aNHkUwmOY1LJ3EKb5BPnYiGNIi5desW93ACTx84gUAAvV4P4KlrgXgYVB5htVphMpkwODgIn8+HV199Ffv7+3wL0Wg02NraQmVlJVvzCJVA70eWtPLycmRlZbHkEgqFYLVaodVqodVqefff39+HzWbjImv6mRcVFfE19ZOhMb1ezzAyo9GIkydPwmq1Yn9/H52dnZx4pbrH2dlZdHR0MPZWIpGgra2N0Q8+nw8mkwlCoRAFBQXM2CFcg1arRSqV4kSzx+NhW2soFOLgGFEDaQZw5MgRfPDBB5BKpdjf38fzzz+PsbExZGdnIy8vj7sLrl27hnQ6zZpvQUEBB6/6+/uh0+lYNzWZTNBoNFhcXMTZs2d50SOZZWhoiG2zLpeLh7xVVVWwWCwsl5DLYnFxkaW0YDDInQkdHR3MPaIkL/08MjMzuSyeGqDef/99nD59Gn6/nz3YdrsdW1tbzFrp7OzkEzm1jlGHrkgkYtYTAN4kyB9P9lYa/K+vr2NjYwMAGJyXl5eHwsJCJJNJtgaOjo6iv78fAoGAbc5yuRw1NTUsW9DvVyAQwGQyYXl5GRMTE+js7GSLMHn2GxoauM7T6/Xi+PHjaG1txZMnT5hD39/fD5PJBJfLxV3GtNkHg0EuSb948SL6+vr4kNjU1MTSUVlZGdbX1znkRK6waDTKA1+ZTIaFhQVIJBJotVqWjsm6nJmZievXr7Ns8+qrr3KJPK09DocD7777Lr785S+jrq4OSqWSrdNra2ts1hAIBJiensbZs2cRDodRVFTEHHtCJJP1mWZWn+Xtv8WJ/m/+5m/erKiogFAohEajQXt7O0/2Dx8+DI1Gg+3tbWg0GszMzLC/nnoxATCulB5yABwiCgQCuHv3Lnp7e7G1tYXTp0+jvLwciUQCjx8/xtzcHOrq6jA0NITV1VX2Nufn5zO/XafTYWVlhbkwZNez2WzsghGLxaiursbAwAD0ej2ys7M5FUgvbKfTyc4Hcs5Eo1EolUomQWo0GmRkZLAPmtg95HmmTejkyZPY29vjftbs7Gz4/X5mh7vdbng8HiQSCeh0Onz44Yfwer147rnneMEaHx9HKpWCyWTiflYiSlLwi9KTJKFQrSBp8ABQXV3N12PaLJ1OJ98qCgoKIBQKeSh26NAh6PV6Bs6l02l4PB6u8yN2EfmOifNBPv3nnnuOb3ORSARbW1vs1KIbFS20VJJCvamUds7IyGDe/vT0NHQ6HbKyshCLxXDjxg32bVO1o9frZRyDWq2GQqHAmTNneIEdHBxk7DXNFNLpNHu5FxYWeIHMycnB7OwsSkpKsL6+zgNGWiBKS0tx6tQp1NfXQyaTwW63Y2xsDEePHoXD4YBYLMbCwgLi8Tizd/R6PcLhMIxGI7PU6dZKDW7Uh0C9q2SzbGhoYOhYf38/cnJyWOcniB51LYfDYVitVrS2tuL69euYnp7mHoW9vT2+2clkMnzrW99CIpHAwMAAtra2MDs7i+3tbYTDYchkMqyvr2NgYAButxsdHR38Om5tbeVDxePHj/mANDExgdbWVk6Vb2xsIJVK8S2+sLAQeXl5cDgcTIQ8ffo09vb2oFQqUVtbC4vFAqFQCKVSif7+ft58SZ6hfoDJyUns7e0hJyeHi2/odRIMBpFIJHDp0iWEw2H24NON5OrVq6iqqmLJUSwWY3d3l+VWWuTT6TTKysqQSCRQWFjI86XCwkLMzMxge3ubw5aHDh2CRCKB2+1GRkYGjEYj3n333c+PdPPd7373zerqai44fvToEWZmZhgKpNVqMTc3B4lEgqKiIjgcDr4SknMzKysL7e3tHGiIRCJ8pczKysLNmzfZO5+Tk/MpHgiFiTweD9bX11lrtNlsyM/PRyQSwcDAABQKBV+Z5+bm+JRPzgDjM24KnSiIlkg7bzgcRjgcZgQwBSMIShUMBnkDogwBLbZ0/QXAKGLqXU0kEhgcHOS0IdHwyL9L1rj5+XkkEgmcOnWKY+L0oJEVkk5t1LpFvn3qsfR4PJibm2MWPeGYCbsgEAjg8Xg4Yp9IJJifDoCj31lZWfD5fKwJ+3w+9tWTk4deELQpBQIBThpqtVq2NhJWIS8vDwsLC0in0yguLuYbXSgUYstrMBjE7OwsAHArUyKRQDqdRnl5OfLy8mA0GjmLQRsRzY9oPkHfP+n62dnZGBsbY1Lk8PAwtFotD9KUSiVv+D6fDzk5OdDpdEilUsjJycHo6CgCgQAXi7/yyivs+7916xbsdju6urpQVlbGbPLNzU02BlAT2sLCApaXl2EwGKDVaiGRSKBUKvlnSCdq2gzn5+chkUiwvLyMra0tlJWV4ciRI7ypkQxHZeRWqxV2u50ZLI8fP2bHHADemA8ODvjGWVBQwI6kwsJCDA4O8ryArJ2hUAgtLS2Qy+XY3d0FAKyursLr9TJSoaurC8Zn7B7CLUxNTSEcDiM/Px+BQIA7D6hBixLU5eXlDK0jqefWrVu4e/cu9wiYTCamxCYSCf6Zrq2tIR6Po66ujqUrstTqdDrO0NCwPRKJ4NGjR6ipqeGPI5fLQYfZYDAIj8fDEhOlgkdGRriAJi8vD/F4HBMTEygsLORyIJFIxNz8+fn5z1wl+N9CusnJycHJkyehUCjw05/+lBdJ4rC8/fbbaG1thd/v58aVsbEx1peFQiGXdK+urjIhj2QZgqJR8QQxYnZ2dvj0HAg8JTRIpVLI5XI8fvwYUqmUQ1wXL17kTlgaTu3s7ECtVrMLpbi4mFG1ALjRnSrxKisrMTs7y6eRV199FX6/nxc8ov3FYjEYn9W+OZ1OmEwmLtigkwElDOVyOdtJd3Z2uAULeMrPiMfjbK380pe+xBiCVCrF3BsKQ3m9XhQVFUEgELCz4uDggIdCxM4/duwYNjc3WaulFx35uMliabVa0dbWxjZTKlPe29tjiBgArpCjF0E4HMb6+jpeeuklbtMiz/PY2BgcDgcEAgGOHTsGAAxXUyqViEajjICg8heSkWihpdQolZIcO3YMS0tL2N/fh0ajYZfGT37yE6jVan7OwuEwn/bi8Tgz8anW8MKFC+jv70dNTQ3sdjvfvCwWCw4ODrgshoBVN27cwPb2Nr7yla9waK+urg6lpaUIh8NwOp08+7Hb7dw5mpubi6GhIZSVlaG+vh4ejwcAEAqFUFxczFkT+r1T0I+QINvb2zysbm5uZg89DTwJ/U2bA90OWlpaoFKp8Pbbb6Ourg7vvvsu4zAoAES/T9pMrl69isrKSvT29kKpVOLw4cPY3t5m15NGo8Fv/uZvcjkMMaS+//3vI5FIoKWlBa+//jrfPih5a7VaEQgEoFKpmMQZDAaxsbHByOnS0lJ+rigxW1RUxGAwak4TCAQYHx/H+fPnkZGRwT8PAsZJpVI0NTVxeK61tRU+nw/f/va3kUqlmH45OjqKt99+G8XFxThz5gzjrulwmJeXh7feeosT5uQgI4YNFQ+RBJyTk4NQKIT19XVYLBaEQiE2SNAh7bO+/bc40f/Lv/zLm+fPn8dPf/pTXkDIrUKLmtfrRXt7O/r7+2GxWHDmzBmUlpaitrYWlZWVqKqq4tMDVerRkI6m+VtbWygsLMRzzz0HsVjMxb4bGxtQqVRsEczJyWHWzNTUFBobG1kDj8fjrNXS50in0wiFQnC5XHyiJS2NON5Ug7i9vc2tRIcOHcLOzg6301Alnc1mg9frRWtrK0ZHR7kyjTzpe3t7vHFZrVbk5eUxy6WhoQEAeHFJJpMcsNja2uLSjGg0CofDgdraWmxvb38KuCWVSiESiaBWqzE/P4/e3l6+RlJCMSsrC0qlEvn5+dDpdKyTkgxFp23i5+fm5kKpVGJqaoo7akkrf/ToEVtKJyYmMDExwbjY5uZmRh7/6le/4gKL4uJiWCwWRCIRTh0uLi4iKysLtbW1fLV1OBy4evUqsrKycOLECezu7qKgoIAtqlReQnV429vbkMlkkMvlWF9f50Hx2toaDh8+zIwishECT6sqx8fHUVBQAJPJBK/Xy61AwWCQ0cgff/wx2traGEt8584dZGVlobS0lMM35GIBnsosNKwPhUJQKpUIBAJ4+PAhzp079yk5j54Ls9nMEg7duKLRKKN3vV4vampqGEWt1+u5pjIrKwujo6OMjMjKykI4HIbBYGDUQ2ZmJuMviBpLw8H/+BfdIGZnZzk4V19fj5aWFpYyXS4Xurq6cPToUYjFYkxOTiIUCjGpMjMzE+FwGAMDA4jH43A4HJ86vGk0GqRSKTYN0IYhFArR1NTE9uRYLAaz2QyZTIby8nL09/ezO4nwKnV1dTAajSy7UXcBZSY+/vhjttpubm5yHabBYIBSqYRAIMDS0hJ8Ph9cLhcbCoCnNx2a5YTDYTQ1NSE/Px92ux1XrlzB8PAwhEIhjhw5wpsaFcBTQh0AJ+CFQiFmZmYwMTHx+ZFu/v7v//7Nrq4u9Pf3M1+EKs0Ih0BslsuXL3NCLplMwufzcSCJbHLEIKEiYErAdnV1cVeq3W7H+Pg4D0rIp6/T6Zi7vr29DZFIxCdEAIxapesxDWni8Tj8fj+Mz8ohCgoK0N7ezos42dHIvVNTU8NVcqFQCNPT00yrU6vV2Nra4mHaysoK3G43fD4fA9FkMhmysrKgUqmQm5uLiooKTuctLy9jbGwMMpmMNeFwOIxYLPapRibi31PBOvnfSSceGBjgoBOxsSlsRoEwSjNLpVKmbtKLjzgdRCWMRqMYHR3lvMPu7i5isRh0Oh2Ki4sZhUA2y7KyMhw7dgxbW1uIRqOYnp7G3t4eUqkU6uvr+YQskUgwOjrKOmleXh5KS0thtVqh0WjYLnn48GFeqGpra/n7WllZwfnz55kKSqc+t9sNsViM0dFRHDlyhGFeVquV8xDDw8OYmZmB3W7H/Pw8mpqaeFhGFsb19XU0NjZifHwcZWVlXE+5u7uL5uZmTE1N8bOXkZGB733ve3j48CFaW1vhcrm4AEOj0WBkZAQZGRmoqqpix4hMJuNNi3z377zzDmpqaiCVStnOS/gOSp9TExfwdCFaWFiATCbjABHZH0n+IqnKYrEgHA6zBEZyED0LNIAWCAQM/qPw2ujoKCYnJzE7O4uMjAwcPnyYi2SIYqvX6zE0NIREIoH+/n7uxyXraDAYZEprfn4+myeoZ1osFkOtVjMmIxwOf+rG7PF4eHMle+f58+f5ayc5xWazYXNzE+vr6ygtLYVSqURWVhbGxsbYjafX61mO9Pl82N3dZamUuot9Ph/W1ta4FS83NxfGZ50Wm5ub6OnpYVYT3fZIdlQoFCgoKGDMCuUEhEIhXC4XZmdnPz8L/Q9+8IM3y8vLWY+mQSydWvf399lKWVVVhZWVFQiFQlRUVGBkZISRsgqFAru7u1zuTL2g6XSafeIUzqKTJ7XtkHZIE31iptPOmkwmYbFYuO2KXpQ3b95kciPhTrOzs9HX18dXXpPJxLWC4XCYedl0fSspKcHk5CSz010uF06ePAmHw4GSkhK4XC7WwcvLy6FSqTidOTk5yXqxy+WCWq2G3W6Hx+NBIBBAc3MztwFRlR3RAvf29jA8PMw2PrJUFhQUoKysDP/wD//AQycawlIwhJgb1ICjUCg4kEIPM3WAFhQUQKlUMk+HIv1ECezq6sLDhw85IFNUVIT29nYO4FC1G2mXFouFS8NpAYhEItDr9Th58iT6+/vh9XpRXl7Orp2SkhKkUinGGVBTUXZ2NieW6fdKLguBQAC73c5hMyrLoBkK3VIWFxf5FkcLMIVgRCIRnwwDgQDu3bsHv9+PyspKXnxIR5+fn2cInMFggE6nQ2lpKd+YJiYm0NLSgvb2diYfZmdno6KiAm63G6FQCGvP2qcqKyv5IEAhuGAwiOvXr/Opnz6GWCzG0tIStz0BgN1ux6FDhzA/P88cIXKaqNVqZGRkYGBggG/PVORCmF1a5DMyMlBbW4sTJ06gpKQEoVCITQKxWAzPP/88100SHGx+fh5lZWVwOByor69HIpFgyZNmHRTEovlIRsbTQnDKhhDV9sqVK3zIS6fTPIMjGa6hoYErNd99910O8QWDQdTW1rJcTIFCcq9RrSdtwouLi1heXmawHEmuIpEIyWQSt2/fhkqlYvSKx+PhoXU6nUZ1dTU0Gg0UCgU7qsRiMaf56bWVkZGBd955BwMDAyTXfn4W+r/6q796s729HTabjR800v1IZxSJRMjJyeE0WV5eHhdAVFZWss7+6NEj5OXlMZpYJBIhlUqhsrKSk7E0dIzH4zwwjMViHGpSKpUoKSnB9vY2KioqoNPpUFhYCADM3aZUIPFXEokEc9IJTTA3N8dXXxoWEZKArGAUTDKZTDyboF5Sqrmrq6vD5uYm20sjkQg2NzeZfd3Q0ACPx8N6Kul4ra2t/KKkF0BzczMCgQDzZKhggwqf6eEDgLt377ILgJjfdOppa2vjz0X6PJUzU70fBXXy8/P5NpBKpVgLp9sDvdBKSko4TERJaWo5omYdvV7PnnlK0hK62efzQa1Ws8+dXvhEQPT5fBgYGEB+fj6nSB8/foyrV69iY2MD6XQaS0tLMJlMvKldvHgR58+f5xfa5OQknzxTqRTi8TikUilsNhuzjyQSCVpaWhi+RqfLubk5XkB8Ph9UKhXTWSm0J5fL0d3dzXJbNBrlKsGJiQlIJBKeTzU3N0OtVnPI5s6dO1haWuLWs4KCAob/Wa1W1NfXQ61WcwLdbrejpqYGarUaMzMzuHHjBg4fPgwAGBgYQCwWw6NHj7C9vc0ZFJIrJRIJ7ty586nXMUmLdECjv4qLi5GZmYny8nKk02lEo1H89m//Nr761a/yoWp5yxO+uwAAIABJREFUeZmt0QRFM5vNCAaDmJ+fZ6mEytJJ9qR/JgwFzYQmJiZw7949nD17FgaDAR0dHdjd3YXBYEA8Hsft27d5I9TpdHA4HNjb28OxY8e4Za24uJjnXpFIBMlkEgaDgdPvOzs7GBwchMPh4NpLCqq1trZyEQnhK44cOYL5+Xm2OxPHqr6+noOddXV1kMlkbDShrMmVK1cQi8Xw8ccf81zk2ev187XQk1c+kUjwdDkejyM/Px8SiYTLpum6RaeyYDDIcfORkREEg0E8//zzrDkTDIo+JmGGqeGdItXl5eW88EokEuTk5EAoFKK0tJR1fKJT0kndZrNBoVBALpfjrbfeglQqhdFoZFtdfn4+SkpKWOrZ399HU1MTCgoKMDw8zBvN4uIiBz8ODg5YdqCTMvm9pVIp1tfXUVdXh1AoxA4iqVTK5cXT09NIJpOoq6uD0+nkrxUAjEYj3wykUikGBwe5aKSwsJCLECoqKhCPxzE1NcWn9szMTMYsy2QynD59mt0zxLz3+/1cYkyRfvr6+vr6+LZCHZ6UaKUbjlQqZXwDyWGfLEUpKirC7u4uBgYGsL29DYvFwjMcCsXFYjGWoag/4MMPP0QymURtbS03VAUCAW5WUigUsFgsUCqV0Gg0/LxQsTVJEvfu3UNjYyPW1tZgs9mwurqKdDqNjY0NdHV1IRQK8YxmZ2eHS1fcbjdjKvb399HV1cV1hn6/Hx6PByqVir3UtFmSdkzXeZlMhsHBQUQiEbz22mtIp9OYnZ1FPB7H2toac4iqq6tRVlbGH8dqtSISifDvgko2tre3sba2BpVKhfX1dcTjcfT39+P06dPY2trC1tYWdDodLl26xNiJ9fV1ls8CgQBvkITMIGmIJCGRSIQ/+7M/46Jycu98+ctfhlwu5/KYcDiM1dVV3khSqRR33p44cYL7GoCnOZvc3Fy88847MJlMcLvduHPnDpqbm6HRaLi1SqVSoaqqCkKhkPMUqVSKmfYejwdLS0s8uyJyZ1ZWFmw2GyYnJ3H27Fkkk0ksLy/z76a0tJRv6eFwGHa7HQsLC0gmk2xBbmtrg1qtZqqr0+nEoUOHYDabGa+dSCSwv7/PDKDp6WnOoZSUlCAYDOJXv/oVF69TyA0AqxOfqxP9d77znTerqqp4sAmAf6ipVIqLCF544QUoFApMTk4ilUoxmY5YzeSpJ7vi2NgYJicnsba2hunpaRQWFkKr1bKuSV5xYqBkZWVhbW0NW1tbMJvNHHunKz21ukQiEV6UyY+cn58PvV6P/Px8ZGZmMunR4/Hg0aNHWF9fx+bmJj+syWSST310/fukRriysgKPx4Pi4mIewJD/PCMjAw6HA3V1dewpBgCv14tr167B5/OhsbERGo0GDocD165dYx2TkLUU/FKpVFyIYjKZUFtby2UMk5OTiEajrJ+SLFVVVcWnbzrJkFWV5AoKU1G/Jv0+KahjNBqh1Wq5EYykBeK8rK6usk98Y2ODm5iorYdSvSdPnsStW7e4ZEQikaCnpwe7u7tobGxEb28vjhw5wiXwQ0NDWFlZ4Xj76uoqmpubcerUKf49EohOrVZDr9fD4/FgZGSEccfBYBC9vb1s16WKPkp/Op1OlJeXc5CP0BnkESfpTaVS8U2xsLAQ4XAYP/vZzzhYRYtlfX09wuEwhEIh1tbWuB+VrL90ctZqtdxBSs4bsp1SwxRt+svLy0zWJEBfUVERa++0SFKKPJFIYGFhgWdiZrMZPp8PHo+HB7LA0xsv1W1mZmbipZdeQk1NDQwGA9uQ6+vruXNYKBTC7XZjdXUVb731Fo4dO8by5nvvvYdAIIBYLIbu7m4+PJhMJqTTaT7hh0IhvPbaa9DpdHyISafTMBgMSKfTuHXrFoPOKEiVk5MDk8mEq1evwuv1QiQS8ZCXsAM3btyAxWKBRCJBSUkJN0llZWVhenoa+/v70Ol0ePjwIbxeL4xGI8+8CDNBiXQi0JLllWRHsViMR48eISMjA01NTbh79y7Lw1RkThbn6elpHtTT5vq5Wuj/9m//9s2GhgY0NzezR/eTwRepVIquri5O5NEAhWxt5CggqYdodiMjI9jf32fedFlZGWQyGdLpNIaHh3FwcMAR5JGREUSjUbS3tyORSEAsFiMnJ4en3XSa39nZYRcMtSjRAxKNRlkPJULeo0ePWI8EwMNXmUzGpb+ZmZkoLCzE48ePeTGgkudwOAypVMrJQopv05CLNpZwOAy/34+9vT2UlZWhtraWy5xJqjp8+DDEYvGnJC1ybRB62efzcWl3YWEhQ8HIHlhYWIhz586hrKwMfX19XAFImyixc2hgTtjd4uJiqNXqT20ylGSlRYjgc+Pj4+jr68P8/DzGx8dhtVpZ36eUrVKpRFVVFfLz8/H48WNmulRWVvIife/ePeTl5X2q6amnp4cxAu3t7Szr7e7uQqlUsnea8hV3797F+Pg41Go1Y4YDgQDfogoKCnDmzBmUl5fzRjo8PIyioiL85Cc/4TQwlUSQG4icPvQ7nJiYwP7+PmM/aPEkPAN938RC6uvrQzAYhN1u57L5RCKBzc1N5OXlIT8/HxkZGcy4uXbtGjQaDRdQky97ZmaGi7gzMjI4YTo2NoaOjg6IRCKeeVDD2Pz8PGpqatg9REEp+v4IL37x4kVoNBqUlJRgd3eXgz7FxcWfKj0ZGhqCWCyGTqfjDIbNZsPCwgIAMMVTIpEw2I8CijT0JT59MBhkZILX68XIyAjbIq1WK4qLi1kio2rFpaUlhvyp1Wp+LinwSDfJcDiMnZ0d+P1+rK+vQ6VSYWdnB9PT01wxKpFIUFlZCbVajeLiYr4Z0YJvsVjQ09PDSdzp6Wm+UWVkZGBlZQVra2vQaDSYnp5mBAI52j4pbz9zJX5+fPQCgQAWiwV1dXXc0kTt6SqVCsePH+cOVhroCAQCbG1tsVYql8s5Tk+dpGfOnEE0GkVOTg7HzB0OB8szSqWSYUaETaCdOCMjg9uVyNJFfG1KNmZmZrJ3fm5ujvVVKqYmJje1GAmFQk4tUnKTMLHkjJDL5SwrAfhUJSG1YJlMJqjVaqhUKmxvb2NzcxO9vb146aWXIJFImDvu8/lQUlLC7VoUqKJGq3Q6DZFIBIvFApvNxtgAQv3Sor62tgan0wm9Xo/6+nrW5K1WK5LJJDY2NiCVShEOh7GysoILFy6wREQ3Lar8q6qqYpcF4Z19Ph+nCAkpEQqFeIMmvZ4KMAYGBpjRvbi4CJFIhKysLHa0dHV1YX19HVtbWxgbG2MYFJ2m/X4/amtrkZWVhXQ6DZvNxtZGKiBJpVIYHR3F0tLSp+YyarUa4XAYJ06cwOTkJFZXVznh+uDBA5hMJvze7/0epqam2MEyOTmJx48fQ6PR4MKFCwy5isViKC8vx/379zE8PAyLxYLu7m5+PigIlJ2djenpaQDA2toaz3B2d3fR0dGB1dVVjvKT3xvAp/z1LS0t/Of9/X0+GXu9XpjNZiSTSUbuXrlyhRPNd+7cgcFgwPb2Njo7OxmPcffuXbYLv/LKK8yFicViKCoqgkqlIlcIsrKyeGDe1NTEYL79/X2MjIywOUCv12Nzc5MJp5RHoLAbzRdoOEkUTgrJFRYWcmE8ubEsFguuX7+OkydPwmw24/Hjx3j06BFefPFFxn8XFhZCqVSipaWFi0/kcjlLfEajET6fj7lIZAtVKpUoKirCqVOneBOiJDsF5WQyGdbW1pjvLxaLoVQqcfXqVQDA1772NZhMJq5wrKqq4kSwXC6HTCbD1NQUFAoFGhoa0NfXx2vFf+Tb/1dv/y1O9H/3d3/35iuvvAKNRoOenh6cPXsWzc3NqKmpQUlJCcslWq0W6+vrfNXLz89Hb28va+NUEOxwOLjWbGhoCLW1tXwydzgcKC0t5QQrOT8MBgPbyigOTVom+caj0Sh78SnJSeAvnU7H/vHZ2Vm4XC6Mj48zZTAej6OlpYXBS0Q7LC4uhtPp5AwAJXvp+kugs4WFBe4cXVhYgEql4pM+AcnI2bK6uoq9vT2EQiFUVlYiNzcXGxsbaGxsRCQSgUajYSwA8enHx8cRj8dx6tQpKJVKxGIxGAwGPHnyBDU1NTh+/DhKS0tRV1eHvb09rK+vY3V1lR0PbW1tnD+gwoyDgwP09/czfI34PXRbW1tb481bpVJxcGRjYwOBQABbW1vM0D906BD/Raf/4uJiVFRUoLW1FS0tLZyY7unpQX9/P4RCIcrLy1FfXw+Hw4Fz584hNzcX8/PzOHHiBAO4yGGzu7uL+/fvs+OEdP9UKoWuri7s7e3h9u3bWFpa4n5YanIqKiriTASVdpOUUlJSwtbYpqYmRCIRtmbK5XJ89NFHiMfjeP3117kJigbIJN11dXXB6/Vifn4ei4uLqK6uRjweR2trK9tmbTYbzzpCoRBXNVLZC914ifufk5ODyspKCAQCDA0NYWpqip89al+iGwANr6ngpqqqCi6XCxKJhBlMBoMBVVVVrOFTucvW1hY6OjqYzkhOJ5/v/2zvzGPbPs88//2RFClRB0lRJiUe4iHqvizbsuVDdpI693ScAjNAgw52dreLAruYYg/sdqcosHD/mslsu502U2xmZrfHbNK0TZwmdlLHR2zHlyxZsk6KoiRKFEmR4imSEkUdlLh/iM9TOUg77bS25YAvEESi1PTVj/y9v/d9nu/38w1iZGSE69+EkiBp9NzcHF544QV0dXWhqKgIt27dYuUZuWcJnEZSagooCYVC+OUvfwmv14vnn3+ecyNee+01eL1e9nbQgry2tsZpYaOjo4y4SCaT/B4QdG7Pnj24fv06n2iAbby30WjkU0p5eTmi0SiGhoa4H0SnDrvdDp1OB4vFwg/g8vJynD9/Hk6nEy+88AL7OgKBAA4fPoxwOMxrDCnEADxepZt//Md/PP1nf/ZnLN26efMmTCYTRCIRN4kIikUNLqlUyolP5eXlKC0t5Rvd5/Ph7t27SCQSUCgU8Pl8iEajqKuru08nTsakQCDAVEKTyYR0Oo25uTk0NDTwQ4RyW51OJ0PDOjs7GU4kFovh9XoxPT3N4b4HDhyAIAgoLS1lzsbU1BTLR3eGgRAOeXJyEgDYyEGlDrJBx+Nxlq7txAGr1WpcuXLlPiesIAhQq9UwGo1cN6eoRWLu3Lt3jzk2BGrzeDyMiXW73ZwrS/Og1CyKdLRarazioMWEVDL00CUHcjqdxr179yASibikZLPZsLi4iLW1NczPz6OsrIxZ7zabDS+88AJisRjGxsYQj8cxNjYGvV4PjUbDCh0A8Pl8sFgseP/99xnXTA9+MshRpCL1XEZGRhitQEqtpaUlZtnL5XKYzWbU1tZyT8Pn83HGKvWWqJG3urrK2b6BQIB35mS6owW2oqICzc3NuHDhAvcMvvSlLyGVSuH8+fNQq9W4evUq9u7dC4lEwjF8Q0NDKC8vv88sVVdXx4bAkpISRgHQycBkMnGJUCwWMwtmeXkZFRUVuH37Njo6OgCADVSBQADJZBLV1dX8GaJT2Pnz5wEAR44cYRQHPeCuXr0Kk8kEpVLJvBuZTIbGxkbOJKYwd4VCgQ8++ACpVApPPfUUy5idTidkMhn27NnDaruNjQ1UVlaiurqaNwh79+7lshAxbshwduXKFTidTni9Xnz+859nQBolSwUCARw4cABarRZjY2MYHx+HVCqF2WzmhC+C9RF732KxwOPxIBqNsgs6k8nA4/FgZmaG16Pq6mpGS5CajgySBFYLBAKorq7mviKVMLe2tuD1emG1WnnnnkgkWI6ZSCSwf/9+VFVVoampCffu3Xt8FvrXXnvtNOEAaLeRSCRw6dIlyOVyhMNh+P1+1NbWwufzoaqqisNDkskk5ubm2MUok8lw584dRKNR5r0TLGpoaAijo6OYnJxkFUdzczOrNvR6Pe9CAUCj0UCtViOdTnPphezU1DitqKjguh0dT8vKytDU1IRQKITr168jnU7j5MmTDImKxWI8p4GBAeh0OtbsE7GSeDiEXbBarYhEImyCqq6uZhnk+vo6757oARCLxRgtS7tmagzSzrqoqIiDQY4fP84sEzpGtra24uDBg2hqamKnMO2WqM9A6VKxWAzRaJTLUwUFBRxyYrVauaG7srICj8eDy5cvI51OM/qCjuEffPAByz1JereysoILFy7A5/PB4XBgcXERMzMzDIWi98Nms3GNemlpCU8++SQymQzrrqnRnUwm0draiqmpKWapVFdXs3y3qKgIRUVFuHjxIiQSCSorK6HRaBjju7a2xj0GUsYMDg4CALP56YieyWTgcDgwOzvLfJpUKsVpU2fOnMHa2hoaGxtx7NgxaLVaNgENDAxAKpUyn72srIwbcoIgcNOWyg3kjaCA64qKClYsUeoWBchsbGwwIC8cDqOjo4NPN2fPnuV8Y8JlkA/l7bffRiKRQFtbG4Bt/ASZ9b773e9iZmYGEokELS0taG9vh0gkwvHjx1FZWcnzzmQyvDPOZDJoamri8t7Oh7xarcalS5dgMplYMl1YWAiFQsG0UHJz04ZpZmaGexNLS0sQiUSor6/H2toaPB4P2tvbMTc3x+bGWCzGJb2dYdvUC6DcCCofUQOYTtCUekdh6EeOHEE8Huf3gNDmhEAg9ZZYLEZdXR2SySRUKhUmJycxMTHBDn+pVIrBwUEMDAygqqqKhQZ1dXVM6JyenobT6Xx8Fvrvfve7p5VKJbtR5+fnodPpOCSaIGNk508kEnDn0J7kUiM+Nn2oibluMBjQ0tICv99/n5Nv//79UCgUuHv3LgKBADY3N3mXL5PJ+KhLbxbR7wiuRfZ3sViMeDwOq9UKi8UCv9/PsXzkQn3iiSeQzWa5kUradnoTKyoquBl24cIFHDp0CAaDgUMfKFx8YWEBS0tL7Eykm3V1dRVDQ0NwuVz8sGxvb2eDTyQSQXFxMXNepFIpVCoV3G434vE4NBoNFAoFsz8okF0kErG/gHaLRA2l6MKpqSkUFBTwSYjY23R8J0leOBxm/Tw1pru7u3mHR1r6O3fuoKWlBUajEYlEAvF4HO+//z5WV1f5pgOAdDoNl8uFwsJCDrU2Go3w+XzsgJbL5YhEInjppZdYSSGRSDj1i1RCVNYj0w09zFtaWphTUlxczHmspOABtnfAfr+f+wiJRIJTo0wmE37xi19gdHQUXq8XY2NjKCwshFqtZtMZhcl89atfxebmJmZnZzmZqbCwEHfu3OHgDspWMJvNaGxs5IafORfQHQ6HuQTQ2NiIsrIyTkwj0xkANrIplUrm7GcyGQ516e3thV6vx6FDh6BUKhEKhZg9RX2Bw4cPM965r68PDQ0NUKlU0Gq1aGxshFQqZSosOXIHBwdRU1ODbDaLf/qnf4JarebGJfFxqPGfTCa53EgSVzJsUUIVlf9UKhVmZmbYUUohHaurq3j++ec5eJzgdVQO1Wq1KCkp4c0aSYgp11aj0UClUnF/ZmxsDCaTCWfPnmV2PSmq6BRDfhkqIZ05cwbhcBhlZWVcinG73fjTP/1TWK1WjrIkrlFjYyP7NUZHRxlFMTExgUQigaKiIhgMBpjNZty4cQNut/vxWehfeeWV08RFWV5e5jd2amoKtbW12NraYg24Wq1mVAABzEhTSnyco0ePor29nRc1Qt+SNt9gMKC5uZklZqFQiFn2dXV1KCoqQnV1NdeIFxcXmSJHZQsALJmjRhIxKCiaLBQK4dixY6zUICoeyUarq6v5OE/qC51OB7lczklDpOknjbrFYuG5AuCau1gsRjgchkgkYgMXSUOJWR8IBLikc+fOHSwuLjKOQK/XMxOEXLU2m+0+qSTdfISZqK2txfr6OvNftFotOwfNZjPkcjmXqK5fv47x8XEcPHgQVqsVMpkMJpOJFzeKCySz0NbWFurq6vDqq68yeOqTgx46ROqkBx4piGiBIsJnOp2GUqnEO++8A4fDAZ1Ox/4B2kERlC2dTvPfKZVKIZPJuFG4tLSE+fl5mEwm9lEoFAqOKCwpKeFexoULFxhMRiay7u5uTiUaHx/Hyy+/zARPMuYMDg6is7MTSqWSy4VULyYoHm0yCKFRU1ODRCKBkpISdHV1QSqV4sqVK/B6vdja2sKVK1c4U4GCSEhh4vV6AYDJn7RZIckpBcq3t7dDEARGZ9MJtba2lnfGwPYp02KxsOmIFFHDw8NMOiWMBoW0k0KMmuQAGMVAksSdGGxS3qysrHBmsEwmg8Ph4EW6uLiYBRQbGxsstqBTnEwmg06ngyAIzJoi1+1O2B+xmUQiEfbv38/5sSS5pk0MZdRubGxgZGQEY2NjfN8CYE08bQKpLGS321FXV8enyGg0CovFgoaGBiSTSQwNDWFqagp+vx9GoxELCwtobW39rYNHdsVC/+1vf/u01WqFIAhQKpWwWCxIJBIwGo2ora3F3r17WXMql8sRCARQWlqKRCLBTjQ6vkulUjQ1NfEb5Xa7MTU1xQEihw4dglQqZSbKyMgI18M7OjoYZZBMJlFTU8NKG+rC+3w+RvUS1ZEWBqJQktvRYDCwWYpCf3fuzgEwF4WCSgiqRi7Z5eVlmEwm1lDTz6mpRYogYr0T1mFrawujo6NQqVQwmUwIBAJMN0ylUpicnGRGjVKp5F22XC5HcXExx8ptbGzg+vXr0Ol0kEqlbBQjhpBOp4Ner8fS0hLjVskctXfvXpSUlDBy+gtf+ALvHMkYNzY2xu+pSCTCvn37IAgCfD4fxsfHMTIywjc9LfakNiAE9dGjR1lSSAvxnj17eFd25swZNDc3c2+isLCQpZQ3btxAR0cHFhcXMTw8zLu8kpISpFIpzMzMQBAEfvDR7pf8EJTURZF+hw8f5rpxPB6HO4e4Jc24yWRCJrMdxk6xezKZDFNTU0zFnJubY9miSqVCQ0PDfc5sh8OByspKuHM8HuIFSSQS9Pf34/Lly5xxS/LbvXv38onGYrEwyGx+fp7DV+j6EjCLHvBOp5OlxgUFBbhx4wauXbuGZ555hoOy6d6rqqrigIyysjJ2gBYXF7P5yeVyYWZmBqFQCGq1GtFoFG+//TYOHTrEC2I2m2W1HCmYCIYXj8cxNDQEnU7HJ+GVlRVUV1dzNvT6+jrGx8eh1+vZRX/37l0Eg0F0dHQw5ZRMk+vr64hEIhgYGOAH8blz53D37l0OCaKA+lAohJ/85CcYGhrC5z73OcZbr62tIRQKYW5uDslkEmq1GocPH4bVamUC7b179/DLX/6S07nUajXMZjNLO3t6elgE0N7ezmBC4jw1NjZyr660tPS3Xuh/e33OAxwkm6MMUQJ16XQ6DA0N4cc//jG+/e1v4yc/+QkcDgdkMhl3rKmeRXXVAwcOAACcTidKS0vZqDE3N8dOx4WFBW7g6fV6mM1mHD58mMFLMpkMTqcTs7Oz8Pl80Ov1rK9fXV1lFOry8jI3wuLxOBYXF1FWVsYfPpFIxAoYi8XCckq/34/h4WFEo1HODKWmDC1idLymuiQhDHQ6HTM7qPZOlvzGxkbU1tais7MTsVgMZWVlzL4hpyvVdAkepdFosLa2xs7b5eVluN1u9Pf34/r162ywIs4GHTH1ej0zQIj7n81mOYCc6t9isZhpo1QqIaWOTqdjtQJpy+/evYuioiKuIwO/WuB38lN2ui8nJyfx/e9/n+3lCoUCExMTbFDZu3cvOxirqqpgMpnYi/DFL36Rw2OkUinkcjnOnz+P119/HXNzczh48CDMZjM/4GnXSoya6elpXLhwAYlEAs3Nzfy5rampgVqtxsmTJ1n+WVlZiZMnTzJigQB1VE6ins3a2hoWFhbYsUulB2poS6VS5gUlEgmcPXuW4Vl37twBALz77rvIZrPcWF9YWODy1szMDBsGaWGy2Wyw2+3o7+9nuFYsFkMgEEAoFOL3WiwWs7RzbW0NDQ0NnEMwODjIG5RsNst9AXMup4FkueSJoRILGQKNRiOTQelB19fXh5KSEt7UUbPU5XJhfHycF9TKykpGdahUKly6dIl7M7RGnDhxAiqVCj/84Q8xPDwMqVQKjUbDJ6ne3l58+ctf5nmSJr+goABmsxki0XaUpEwmw9e+9jXuAa2vrwMAbwquXbsGp9PJjt+6ujrU1dVBJpOxIzmVSmFhYYFLgNRXamtrY3k2ge9MJhMH5YjFYvT09PDm6rdeY3fDjv473/nO6b/4i7/gEA+SDA4ODsJut3NjlRp5JKMiCZRMJoNCoUBDQwMnSlVXV/POy2AwYGxsjJUIt27dglQqZRMVfdD7+vq4MUT8DQrgoJ3YwsICH6npwUJJ88SRlkgkzPQIh8O4d+8e6uvrmSlCf49er0dlZSVr3icmJrhRSrpxgncFAgH09PSgtbWVgz9kMhkvZtPT09jc3ITFYsHk5CRzVbRaLdra2hgiRtyOjo4OlpRNTk7C4XCgpqYGFy9ehEgkQldXF65fv45gMAibzQa9Xo9MJgOdTsdOXkEQ4Pf7eTcjFotRW1vLH3JycOp0Omi1Wrz33nuMe6adHO2gKSrSYrFw4EggEOC/a6djmrDEAFh1RFm9hOwViUT48MMPYbPZYLFYoFarMTs7C6vVyk5HOoWQ27e+vh4FBQUssXzxxRcZI0C9BtLf0/tDeQPj4+MAwA5rkiZ6vV4UFBSgra2NTVnUD6JQcNLql5eXY2Fhgd+7U6dOoa2tjU99pCIDAK1Wi62tLd4ZHj9+HGq1GtPT02wmPHHiBNxuN9ra2viUGYlEEAgEGPFQUFCAkZER2O123Lp1iy3/ZOenzz2VQRsbG1kMYLfb0dPTA7/fz70WMnqVlpbyZ2JzcxM9PT3MXJqamoLNZmN0MTlVn376aZw/fx4ymQyzs7Noa2tjtRXJESnZjE5AVVVVkEqlSKfT7LINh8OwWCyoqalhF7xWq0UoFMIbb7zBva6mpiZGoVNAEJ2ERCIRowkMBgOeeOIJ2Gw2RihQmHpzc/N94UcDAwOYmZlhYQQJQlY/wqOPAAAgAElEQVRXVzl/gJj7lZWV+NznPscbS4ooVSqVnFNNZWHCJhM/inAZ165de3xKN3/3d393+vDhw1CpVCwJIx0u1cIouZ2okp///OeZ8dza2gqLxcIRZWRoIquyRqPhWjrVZePxOJuGqKnndDpx4MABSCQSnD9/nsOelUolzGYzkskkm0w6OjogCALm5+dZdheNRtk0AYDRtVqtluPe+vr6EAwG8dRTT3F5YHNzk12jAHhXV1FRwSeVVCrFNX0yd5HWlnYHxMUhFgzddIRJIP2vx+Ph5lEymWTAFjWqiMKYSCQwOTmJw4cPc+g3lajIXUjMD1r0CgoKUFVVxc4/Or4TQ35rawtVVVW4fv06pqenuZFHDspMJsPESlpAqWG5E6lLXxMgLBQKYWNjg9VMkUgETz/9NPR6PXw+H7NLNBoNM0hIFksh4MQnp6aqUqmEUqmEy+VCPB5Hc3MzQqEQ565WVVXBYrFAJBKhtrYWyWQSZ86cYdt6LBbDwsICVCoVKisrIZPJYLVaUVxczCeggoIC9PT0wGAwwO12cz3ZZrOhq6sLS0tLGB4exq1bt2AwGDjcZXJyEvPz86wzJ4HCoUOH0NfXB4VCweUGlUoFu90Oh8PBSWFlZWX4+OOPEYvFOLKQSgJvvvkmvF4vnnnmGSwsLLC3gXbdGxsbiMViTNmkenh7ezvKysq4oUwblbfeegtqtRqBQAAGg4ETtyiCs6KiAk1NTZDL5Yz9raurg91uR19fH55++mmG7RH9cnR0lNkxoVAIIpEIZ86cgclkYgokPczVajU2NjbYZBmPxyGRSNDd3Q0AnBRFbnaaG+Uy1NTUsAqnsLCQUdATExMIhUJM3rxy5Qqza7RaLZqbm7mMtLy8jO7u7vsMVS+88AI2NjYwPDzMHCSNRoPR0VEuJ5Hxb2trC52dnUyJpeSsDz/88PFZ6L///e+fPnbsGAOYqPZMZQ/awdEROJvNclADPamvXLkCvV6PVCrFhEsKoe7p6eGSCb1OXXwKuKAwcqI1Tk5OQiKR4LnnnkNLSwszpicnJ7G+vs5uQeJSED2ROBsej+e+oONoNMo79+LiYtal07GyvLwcb731Fn/4DAYDx6o5nU6oVCp2iwLbjlky/6hUKg5knpub48APipwj/khBQQH3HsrLyxlNEIvFWFo3NTXFjWWy/ZeXlyOVSqG8vJxj4gh4FQqF2LNA5YnS0lKsr69zEEswGGT8LykjaPGYnp5mbj9JISnQhNhHlD1LCweVcrRaLebn59mERUaeF198kVVD5FodHh5GOp1GS0sLRkZGuMG6vr6OZDKJjY0NeDwe1NfXs/eBeO3ZbJYxs5Q+5XQ64fP5IJPJcO7cORiNRkgkEn4QUzaAz+dDUVERY5PJzXz58mUIggCn08knLCrVWSwWdHR0YHl5GXNzcxgdHWUdPEH2yL9AUr6KigqoVCrE43E0NDTgxIkTMBgMuHTpEi+y9N+j7NPm5mb+bw4ODnKOrdvtZj/A0aNHUVBQwCqfwsJC+P1+eDweVFdXo6ysDAaDAWq1mmWY6+vrmJ6eZkUT9VBWVlYwOzvLChe5XM6y6ZKSEkSjUYjFYm6sU2Qe7WipV0WkS5IcisVivPPOO/B4PMy5GhoaYlMf5eaSd6OzsxPPPfccB7hTrgFhBhYWFtiw1dnZiUgkwr21YDDIJdne3l7e0ADbruNgMIiTJ0/i4MGDWF5eZhDghx9+yL0f2rFT5nQymcRLL73EWRhU1qytrcX4+DhMJhOXxEQiEYfHCIKAc+fOPT4L/auvvnr61KlTrE+mRhZx54FtQwHthLa2ttDe3g6FQsEmAoqoCwaDKCwshCAI7F6bmppiNgoBuGhnQlFfJpMJk5OT0Gg0XHs1Go1oa2vDxsYGAoEAvF4vJicnkUqlYDQaEQ6HoVAouNuvUCgQCoXgzoUMkGaYnsyxWAxtbW2oqalBSUkJPB4PMpkMI4epdLCysgK/3w+VSsV0QLVajcHBQV4kAfAOm2IRRSIRn0D0ej1jU8PhMCorKxEIBLB3716uR6+trWFmZobxx3SkJ2QAkUNJI09mM6pdUqQZ7TqIKUOyxuHhYaYD2mw21lFT9mwymWTUrkgkYnv+yMgIhoaG+KH85JNP3rezIe16Y2Mj9wyy2SyOHTuGEydOsPxudHSUOenUgKWTQV9fHy8ecrkcdXV1nA1AO04KnyciIrmZqflNOAQqnVFdt6SkhFPRiJpK6OhoNMogsoGBAY62pF1lQUEBqqur+e91u91sAiT8BAHeKGaxvLycw7mDwSDS6TQ7xclAJZFI0NraCqvVyg19SiWbnZ1lBQvF+VGSEskhaYdZXV2NwsJCvPvuuwgGg+js7ERZWRmD51QqFdM6BwYGmEaq1+sxNjYGu92OSCSCzc1NjqAsLS1l9DZ95peXlwEAc3NzXMolXHg2m4VOp2N3689//nMEAgFW+kgkEnz00Uew2+3IZDLo7u5GSUkJs7KKi4uh0WiYWUR/M5VkxsbGOJmKeDRUqqXsBoqpJNkk4bQVCgWbOwHA7/fD6XSiq6uLcRYAcOPGDayurjL1srW1FVKplDefdMoUiUS4d+8eHA4HTp06hdLSUgbXicVi/PSnP318Fvpvfetbp2lXR/Z7Uo2QmQkAw7AEQUBnZydDxSjQ+tq1a3C73VAoFKisrERfXx+jWzOZDIdwuFwubvDQmx+JRBj2T4oRygsleePCwgL8fj/jdAFwgntBQQGmp6exsrKC8+fPw2w2c1zYzpKSTqfDwsLCfbmpJAmsrq5mBKvD4QAA5pknk0k4nc77gkBoN+f3+1mbXVhYiGAwiLKyMuh0OsRiMchkMtTX17OLVC6XY3FxkTM3CUlAZidCRtBCVVFRwfJEMnjQTbK4uMh/N6GmZ2dnOQmIko90Oh22trbYNBQMBpnESaof+hspG5OY3IR7aGlpYYfhkSNHWDFRUVGBjo4O7Nu3j0+FJJOjuq3L5eKADXJmUti63+/H+Pg4nnjiCY5VHB0dxeHDh+8LcSb0LyloqCHp9/vR0tLCR3uq+w4PD0MsFiMSiaChoQFjY2Nwu918LYeGhlBXV8cIAarTZzIZVFZW4tVXX+UGXFVVFfbu3Yvy8nK8//776O/vx4EDB3jBp/IhJXkRmI5MOnSaoveAFEVFRUUYHR1lqWVlZSXMZjPMuQSks2fP4tChQwB+BVa7desWG8AaGxuRyWSgVqvR39/PEtvp6WnMzs6iqamJd8pErqysrMT09DQaGxuZxkj8Ksq0JcLn7du3eaNis9k46KSsrAyxWIzNlOT4JtPVwYMHEY/H8dxzz7E0NJvNcomTspLpfx8KhfgkR8lpJHUuKSmBw+GA2+1msBkJICixjCSVRqORg9NJl9/a2sqcfTodRqNRxkk/++yziEQiDAEEtqXDlCngdDpRUlLCJSnqL66uruKtt956fBb6f/iHfzj9la98hW8c6ihHo1GsrKzw8Wpra4u13zabjR126+vrGBsbw/z8PDvQstksamtrYTabUVNTA5lMxqwOuknpIeLz+SCRSFBfX8+USDL2XLp0CaFQCGVlZXwMO3XqFO98U6kUnx5sNhsmJiawuroKi8XC6UIrKytoa2tDNpuF0WhkQJpMJsPt27f5Q9rZ2clO3/Lycg4Dd7lcSCaTDAojowylahH3Hdj+gJBpLJPJoKSkBOXl5RySTE5WKhP09PRALBZDqVRiZWUF6XQaIyMjmJ2dRX19PR9vA4EAq2UoXtFsNsPj8XAymFarhdFohMvl4sXn6aef5vxcOrpOTExAoVDw/2ckEsHs7CxrtldXV2Gz2aBUKrG8vMzsoZ1pVRSzWFpayqWDRCIBv9+PoqIiLC0t8c6bXM/ZbJYxxS6XCydPnoTdbkdvby8raqgpf/bsWQbHkS8gFAphfX0dg4ODqK2tZYMZlY36+/thMpnYaERGLDp5kVmusrKSTWhVVVWYmZnhGrVUKgWwrTDq6emBQqHgv7Gqqor7McFgEHK5HBaLBdXV1Ux0nJmZQVlZGSwWC6vDSIJMD+iKigp4vV5cvnwZa2tr6O7uZn0+hcMkk0mcO3eOOTl0MpqdneWddXt7O2u+jUYjLBYLzp49y67gxsZGzMzMoLKyknfidB86HA7e3W5sbDCGmXpJ6XQa165dQ1tbGyKRCI4ePcqKFpJ+EqqZ8gvIeNXZ2QmJRILBwUFmRpWWluK9997j+L9UKsUKvlQqhaqqKsY2kMiD4kOHh4e5P0BB9N3d3Xx6IVUT6ePpgULCBUr5Wl5exvT0NGQyGfbv3w+XywWv14tIJAJBECCRSLg3RD6YjY0NNtpVVVUhmUwy46q0tBSvv/7647PQf+973ztNSAOxWMy2YTJDEROFuCPd3d0QibYzLokzXVpaisbGRsapjoyMIBgMorm5GXq9nuPYJicn73PGLS4uMr6VjoyE6JVKpejt7cXi4iJkMhkOHz4Mm82GcDiM0tJS3L17lx9OSqUSkUgETU1NEAQB4XAYXq8X+/fvZ+MT1cq1Wi0voHK5HKFQiEsIxMM2Go18JB8fH2feO92sO6P8qLtPPQkyKLlcLqhUKrS1tSGRSHAfgY7sbrebSYLkxJ2enkYgEIBcLkdzczPcbjcblgihvLy8zCYa0lfX1dVxfB3hZamZRcohUrDY7XY+dgPbwDeKq1taWmKqI6lC1tbWmIs+MjICn88Hk8nEuad0XKeasVwu53KLz+dj5/Hc3BxzXgoLC1FbW8vBKfX19ZxDurS0xGojOjVQjZbKQOSSJM+HUqlkMB7Jd+n9JqMUKZEymQxmZmYQDAYRiUTQ3d0Nr9fLzW9aILq6ulBTUwOj0cgYCcrGpWZuOBxmI6FEIkE4HMbw8DD7HIjASDhc0nQTbEsul6O1tRUDAwOco7xnzx4MDAwwR8dms8Hr9aKiogJnz55FMpnE8ePHWfs9Pz/Pn+Wamhq+n/x+P6LRKLtr6XeKi4tx584dRjaIRCI0NDRgfHwcNpuNFUu0myZQGjXLLRYLbty4wQonOt0WFhaiubmZ+1clJSWwWq0oKSnhECA6cZHSaXNzk8NbdDodx0SeOXMGOp2OS2LFxcVobW3F1tYWNBoNo9Lj8TirhyiwRq1W88YiGo2ivLwcbrcbDoeDJaC0sYzH4wgGg6wMUyqVcDgcsFqt/BClCFB6zwnsmEvKenwW+m9+85unyQAVDAYxPT3NzZmCggK8/PLLrBIxGAwsj6NmG5mUqJ7l9/sZSHTw4EGoVCqsrKygv78f4+PjSKVSOHLkCO/4KFSDiJZmsxlFRUWs2w2FQti/fz9DhjKZDG7evAmfzweVSsW7NZJl0TF8ZWUFhHZYWFhARUUFK2noCa7T6dDW1gaj0cioAFILUHYkEQeJbTI5OcmMF+LnUHORTC4UgEw3w8bGBjY2NjA7O8vh3slkknMsY7EYbDYb1/4MBgMikQirfTKZDGZnZ1kPTDt0ChOpr6/nndns7Cwf/W/dusWIgs3NTUxOTnKIuMlkYnUG1WTJTk6W+8XFRWSzWZSUlPCOf2lpCVVVVQyPo9o+sYLoBiGkxsDAAJRKJVQqFWpra3lXp9VquQxDVncqExD6QCqV8gJFC2lNTQ1LTsPhMLtaieZJ2F1agCm/tLCwkF27IpGIKZ8TExPM0SEnKfk56OQSj8fh9Xq5FEUy0YWFBbjdbtTU1PDudmBggPON6XNBZR1quhJ8rrm5mct9Ho8HwWAQhw4dQldXFzuO7XY7pqamMDIywkjepqYmTE9PY35+nnEEFOtHQTakYpmenmZ8gslkwsDAAJ98rFYrdDod35cUWzgxMQGXy4WhoSHs27cPhYWFbPQi7o/VamUUc1tbG958801cvXoVDoeD/THkQI1EIlCpVCzEoHnqdDo0NDRgZWWFvSEFBQUYGhriz9xOUxg93Pr6+rC8vIyxsTFulre2tjJ+vKKiAnfv3kU0GuW6usPhgFwu5w0CZVlLJBK4XC4YDAYOECf5eCqVwurqKrq6unj9eeONNxgM+FiFg7/yyiunKXKP4FOpVArPPvssNBoNp8kYDAYUFBRwXZdcb9Slp3SfRCLBF5FgTfTkppKORqPhyDJKCspkMixhIzkWceyXl5dZ9pROp1npQrz0ZDIJnU6HZDLJmFKpVMpxa5QwU1lZydZxh8PBMWfElyGdNO3ugG2EKbFqQqEQLBYLLx47/3tE3RMEAcXFxVx7piYfmWQIyhQIBFgTTzVTivWjqD/6G6mRSik7VBba2dSLx+NsBtHpdLDb7Qx/27kQU4qU0+lk7Ty5TwkX8N5777HpzWKxcCQgMbtJNUU9DWLjEAI3HA5jfX0dXV1d3FxMp9OM+T1+/Djkcjk0Gg0vLCqVipU9dGqZmZnB7du32dlI5RUKDr937x4rUkgWTNgMktURqiAUCiEQCKCmpoZLW/F4HOPj46ipqcGzzz6LtbU1nDlzBk1NTdxTIZHCzr/n448/5v7Tk08+yRsTMnKZzWb84Ac/4FIQNaIlEsl9kYnUaKXg7bKyMhQVFXENenV1FR6Ph/tKc3NzOHXqFMtKCVSXSqXQ09OD1dVVVi75fD6+TlSKI/c7NbJXVlag1Wo5D7W+vp4//9PT0wDAZVD6fYoJzWQySCaTfMokjvuBAwfYeGQ0GmG327GyssKUWjqlEaqkuLgYWq2W7w3CiCQSCXg8Hi6trq+vcxlyaWmJoYFEFqX8gXQ6zZ8ReqBQ7sWLL77I9wxp9qmH0N3djXA4jN7eXn4gjY6OssKGkufolKjRaDA2NvZ4LfQ6nY5T6WnHQ3rsYDDIoCkySchkMgwMDHCU3+LiIhYXF7l0QUhTSqbx+XxsFlKr1Th37hz27dvHkV1+vx9SqZSPfVQOITYMqSLm5uaQyWQY81pVVYV0Os1YUZJ2kolCq9Xy8ZEWEaoLSiQSzM/PMxGPML/UKJqcnOSnPNUQY7EYL/LU2fd6vZDL5RgeHkZdXR0v8iUlJQiFQtDpdNzEJuY2JefQiaOlpYWbSLSIEnu/tLQUkUiENd50s1EINS3iO/EA0WgUKpUKTU1NKCgoYIb+xMQEAoEA9u/fj8LCQng8Hly9ehXhcBj19fUIhUKYnZ2FRCKBz+dj6mcgEIDL5YLJZGLTUU1NDVQqFcbGxrg0RbspqVSK6upqbG5uQq/X82mxrq4Ora2t6OnpQUdHBwYHB6HVahlmRg9VhUIBhUKBn/3sZ3zsPnjwIHNRCNJG5SyxWIyxsTE2DhFel05vg4ODuHHjBlpaWjh2kDgpCoUC7e3t3JOJx+MoLy9HVVUVQ7vGx8dRVlYGu92OiYkJeL1efOUrX0FHRwcaGxsBgBda2hCRFyUSicBqtUKtVjMPKZ1OQ6PRYHl5mUssZrOZVWfEzO/q6kJFRQXsdjsjCCorK7G6uorvfOc7uHz5MmZnZ3Hq1CnYbDak02lotVqsrq6ir6+PufoWiwWNjY1wuVx8Avrwww/R1NTE8sm6ujqcPXsWra2taGpqQjqdhsVigUajQXl5Ofr6+nD16lXGRuwEDRIyen19Hfv372ce1s2bN3H16lUmbtK1CgQCWFhY4Id5XV0dN4Hp+pA7nt7HlZUV9uSUlpZicnISMzMzePnll3njNzMzg5mZGcjlct60AIDRaOT7UCwWM4m1vb0dyWQSzc3NuHTpEucb19bW4t69e8z/pwY6Yb07OjooEP7xWej/+q//+jQZKXYaLUwmE+rq6njHSn8wHTXpYhYXF7P1nt5QjUbDx1uqI4dCIfT397Mtm8iNpIghXfzq6iqKior4WE56cJlMho2NDeZvUEedNNRra2vwer2sl29oaGA+TyqVwvXr1/l/Pz8/D5VKxbjZYDDIWFV6kBCLfGlpieWb1JvQ6/UwGAw4d+4cRkZGsLi4iI6ODmg0GuZtp1IpLsVQnZSkW6S0ITgUPWA3Nzeh0WhY3VBaWgoAjJ+ghZS4NBS3BoAb5yQ3o4D04uJidvpdu3YNKysrOH78OPslkskkYrEYmpqauInV1NTEDJqSkhL4/X4+5UilUlRUVPDpj1j4xMsPBoOcbysSieB2u3knTtTNO3fuMBM8Ho+joqKCT3jxeJw/L2NjY3xCefbZZxEMBnH79m0MDw9zc5lq2GKxmEtOhEQWiUSoqKiAIAgw53INrFYrq5c8Hg8qKipYIWW1WnHs2DF+MALbzcoLFy5gYWGBF0ZS/zgcDubMtLa2IhwOs6fh4sWLEASBMRWkxCIpIv3NZLknaJdCoYBarYZYLMbS0hKmp6dRW1uL1tZWPPXUU+jq6oLL5UJvby/3hl566SXmz2cyGfzoRz9iM2NNTQ33lCgkh9zHR48e5ehBosrSKYEggESIJNkyOYpFIhGSySR7UcrKyriESCep8+fP8ynw0KFDiEajuHDhAiuISkpKOECEUN5ksHO73VwC3bdvH0uNX3/9dUxNTeGJXBgPQdpINDAyMoJTp04BAEuCi4qKYLFYeP6hUAg3b97kTIVIJMIxqXK5HL29vZx1oVKp2MNCuRnz8/PIZrO4devW47PQ/9Vf/dVpSj0CwLteqgcXFhZCqVSy/IwadOSqI3QwuUFpIU+lUoxMIG4HyesOHTrEigy6MahU0dvbi/7+fsRiMZhzwCF6iNAiQGYj4ke///77sFqtuHjxIgKBAHQ6HSYnJzlUmEo+JJEklyUpFAoLCxnBQIszGUwooHphYYHjBoFtQmBPTw+WlpYQCoW4xk6lK2Lj0LF/aWmJDV6UbEU7WMrnJTs5uWppoSTJI+00ST9OyqLx8XEOgCFiKNWIi4uLIZFIEAqF7sM/E47WYDDgyJEjcDqd0Ov16O3tZbYLLdabm5sYHR3la04a6eXlZfziF79gkFk0GmXzECm3bt68yWYuglKl02l4vV4uCVLZkBDBN2/eZAWF0WhEd3c3ioqKYLfbMTY2hnQ6zbvdqakpzjl154Ja9Ho9ysvLMTs7y85uqVSK/v5+jhGk3gM1eKkUdu/ePa7Tk+yXFCVE5ZyZmWE+kc1mY7PW8vIyIpEIG9HIaU6sfpojJXVFIhEsLi5yE7O0tBTpdBo+nw+Li4u4du0aBgYGuKyXTqc5c7eurg7t7e04ceIE1tfXWfEjFosZU0IL6NzcHNxuN27fvg273Y5QKMQKGblcjh/96Edwu93QarVcqqMTBuFFVlZWUFNTg8rKSkxNTeGjjz4CAHR1dUEmk8Hv97MiiHwaxI0nQ+brr7/OJFBqzhJ+e3V1FQ6HA36/H8vLy3yyo9JZJBJhSerQ0BAsFguDCqnPp9fr0draikQigVgsxj6IYDCIgoICLC0t8UaLOPYUikMSblJP0TVeX1/HwsICrztKpRI3b96k8tbjs9C/8sorpwmJSztnkmdNTU0x+jOVSiEUCvHxKh6PQywW80WanJzkbvtOPGllZSVzajweDwBwc4ogZB6PB5FIhPHC0WiU5XXl5eXcACTbvNFoZCWBy+WC0WjkDFvaGVA9OpFI8FNfo9HAnKMIUjhCIBDgWjalUkkkEjgcDty8eZObsuRODQaDLAWlBa+oqIhvGgqJJnQCnVbW19e58Tk8PIyWlhZueu/Zs4c584WFhQgEAiguLsbbb7/NdUxqCC8vL7N8MRAIYHZ2FiKRCKlUCjdu3GBeDzV8l5aW4PF42BpODTIqdZFunRLC5ubmsL6+jpGREU7c8Xg8mJqaQlNTE/cDaPHz+XxQKBQYHR3l3SEdcxUKBSwWC6LRKM/F7/ezm3d4eJg/M1tbW6zGoASu0tJSdrrGYjHY7XZWVZDySKFQ8CaCTmWkyiADGD1Q6W8Ui8UAtoF+c3NziEajjLImnbpWq4XD4WDFEp20ioqKOHxnz5493JRdX1/HxYsXWUdOHhFKbWpoaEBDQwPKy8vR29uLjz/+mKmk9NAh4xIADqgfGBhAIBBANBrFoUOHmGapUqlQVFSE4uJiLC0tcUmGxAzFxcW4fv06lEolZxOQkoquhzkHjDMYDNizZw+XE2lxpIQ50ubTadvpdLLXgj5TNI+LFy8yP4aau8Rq6u/vRyqVYkVOLBbjzyZp7MmhLRKJ8MEHH6ClpYUpkmQYJJwDVQbGx8d50wNsy5xJFUgbC7PZzD6emZkZzoJ2OBwsKBkbG4PL5cLW1hazv1wuF4aHh7nHRXx/rVaLoaGh32qhF6iW/CiHIAhLAJyPeh6/YVQAiDzqSfwzY7fPMT+/32/k5/f7j90+x3/J/EzZbHbPP/dLkn/ZfP7gw5nNZg886kn8uiEIQv9unh+w++eYn9/vN/Lz+/3Hbp/jg5zfruDR50d+5Ed+5MeDG/mFPj/yIz/y4zM+dstC/882Ex7x2O3zA3b/HPPz+/1Gfn6//9jtc3xg89sVzdj8yI/8yI/8eHBjt+zo8yM/8iM/8uMBjUe+0AuC8JwgCE5BEKYFQfjLRzQHoyAIVwVBcAiCYBcE4T/mXi8XBOGSIAhTuX+rcq8LgiB8LzfnEUEQ9j2keYoFQRgUBOH93PcWQRB6c/P7mSAI0tzrstz307mfmx/C3JSCILwtCMJE7joe3k3XTxCE/5x7b8cEQXhTEITCR339BEH4gSAIIUEQxna89jtfM0EQ/jz3+1OCIPz5A57f/8y9xyOCIPxCEATljp99PTc/pyAIz+54/YHc4582vx0/+6+CIGQFQajIfb8rrl/u9a/mroddEIS/2fH6g7t+FNP3KP4BIAbgAmAFIAUwDKDpEcyjCsC+3NelACYBNAH4GwB/mXv9LwG8kvv6BQDnAQgAugD0PqR5/hcAPwHwfu77nwP4Yu7r1wD8+9zX/wHAa7mvvwjgZw9hbj8G8O9yX0sBKHfL9QOgBzALoGjHdfvXj/r6ATgOYB+AsR2v/U7XDEA5gJncv1W5r1UPcH7PAJDkvn5lx/yacvevDIAld1+LH+Q9/mnzy71uBHABwByAil12/Z4EcBmALPe95mFcvx4dH+oAAARmSURBVAd2c/2WF+IwgAs7vv86gK8/yjnl5vEegKexbeKqyr1WhW29PwD8PYCXd/w+/94DnJMBwEcAngLwfu4DG9lx0/G1zH3ID+e+luR+T3iAcyvD9kIqfOL1XXH9sL3Qe3M3syR3/Z7dDdcPgPkTC8HvdM0AvAzg73e8ft/v/aHn94mffQHAG7mv77t36Ro+6Hv80+YH4G0A7QDc+NVCvyuuH7Y3Fyc/5fce6PV71KUbugFp+HKvPbKRO6Z3AOgFoM1mswEAyP1bk/u1RzHvvwXwNQBbue/VAOLZbDbzKXPg+eV+nsj9/oMaVgBhAD/MlZb+jyAIxdgl1y+bzc4D+BYAD4AAtq/HAHbP9ds5ftdr9ijvoX+L7V0yfsM8Hur8BEH4YwDz2Wx2+BM/2hXzA1AHoDtXEvxYEITOhzG/R73QC5/y2iOTAQmCUALgDID/lM1mk7/pVz/ltQc2b0EQ/ghAKJvNDvyWc3jY11WC7SPq/85msx0AUtguO/y68bCvnwrAKWwfiXUAigE8/xvmsKs+l7nx6+b0SOYqCMI3AGQAvEEv/Zp5PLT5CYIgB/ANAP/j0378a+bxKO4VFbbLR/8NwM8FQRB+wzz+IPN71Au9D9v1NBoGAP5HMRFBEAqwvci/kc1m38m9HBQEoSr38yoAodzrD3veRwH8sSAIbgA/xXb55m8BKAVBIIzFzjnw/HI/VwCIPcD5+QD4stlsb+77t7G98O+W63cSwGw2mw1ns9kNAO8AOILdc/12jt/1mj30eyjXsPwjAF/K5uoJu2R+Ndh+mA/n7hUDgHuCIFTukvkh9//3TnZ79GH7hF7xoOf3qBf6uwBqc+oHKbYbX2cf9iRyT9T/C8CRzWb/144fnQVAXfg/x3btnl7/V7lOfheABB23H8TIZrNfz2azhmw2a8b2NbqSzWa/BOAqgD/5NfOjef9J7vcf2C4lm80uAPAKglCfe+lzAMaxS64ftks2XYIgyHPvNc1vV1y/T4zf9ZpdAPCMIAiq3MnlmdxrD2QIgvAcgP8O4I+z2ezKJ+b9RWFbsWQBUAugDw/xHs9ms6PZbFaTzWbNuXvFh22RxQJ2yfUD8C62N2oQBKEO2w3WCB709ftDNR1+j2bFC9hWubgAfOMRzeEYto9DIwCGcv+8gO267EcApnL/Ls/9vgDg+7k5jwI48BDn+gR+pbqx5j4M0wDewq86+YW576dzP7c+hHntBdCfu4bvYvt4umuuH4BvApgAMAbg/2Fb3fBIrx+AN7HdM9jA9qL05X/JNcN2rXw698+/ecDzm8Z2zZjuk9d2/P43cvNzAnh+x+sP5B7/tPl94udu/KoZu1uunxTA67nP4T0ATz2M65d3xuZHfuRHfnzGx6Mu3eRHfuRHfuTHAx75hT4/8iM/8uMzPvILfX7kR37kx2d85Bf6/MiP/MiPz/jIL/T5kR/5kR+f8ZFf6PMjP/IjPz7jI7/Q50d+5Ed+fMZHfqHPj/zIj/z4jI//DxPDmOEiuktTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_merge_full = np.hstack((image_left,image_merge[:-2,:-3],image_right[1:,:]))\n",
    "plt.imshow(image_merge_full, cmap = 'gray')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
